{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 数据探索--Bikeshare"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# setting params\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid') # 设置白色网格\n",
    "sn.set_context('talk') # 设置文字或线条粗细(线条越来越粗)，分别是paper，notebook（默认）, talk, and poster\n",
    "\n",
    "plt.rcParams.update(params)# matplotlib将使用rcParams中的配置进行绘图，如果手工修改了配置文件，用update重新从配置文件载入最新的配置\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 读入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"C:/Users/Administrator/Desktop/day.csv\")\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "没有缺失数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 数据探索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 1. 离散特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#对类别型特征，观察其取值范围及直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    print ('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())\n",
    "    train[col] = train[col].astype('object')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "类别型特征的取值不多 类别型特征可以采用独热编码（One hot encoding）/哑编码"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 2. 数值特征的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001D2CCB70688>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001D2CCED0CC8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000001D2CCF0AC08>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000001D2CCF43D48>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#对数值型特征，直方图\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 3. 特征和目标的关系"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.1 每年骑行量的分布\n",
    "violinplot中用x表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d2cd6d2e08>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['yr', 'cnt']],x=\"yr\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2011年和2012年的分布差异很大"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.2 一年中每天的骑车量\n",
    "用颜色参数hue表示类别（年）信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly distribution of counts')]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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2DYD7MqVmMpnMMn9h7cDhTz/9hCtXriA5OdmjzEXAOiPK28fDVnp6OubPn4/ExETo9Xrs3r0b77zzDkaMGIHMzEzMmTMHZ86c8fh4tdUOgonRuHFjp+tq3+8rV654dXxflJaWwmg0AnDdTrVabcmEvXr1qt362NhYh/vVDjiZz+OO+XFw1R6g5nUhxeN2+fJlAHCYNemIVI+bt1QqldP5Nc2PuaePNwC8//77uPnmmwEAp06dwvLlyzF58mT07dsXU6dOtWQGExERERFRDQYOiYiIiIgoIJxl/i1YsAAjR47EunXrcP78eaSlpeGuu+7CtGnTsGTJErz22mtOj9m3b180b94cBoMBmzdvBgBs2rQJOp0OnTt3RocOHTxu36hRoyCTyXDs2DFLJl/tzEXzPG/uyGQyj7YTU6oUAO655x78+OOPePfdd5GVlYUGDRoAAC5evIjly5dj2LBh2L59u6hjAvA668rV/awd3HEWCHLENqvUW2LKo7oKRHn6XHrC0zaZ2yPFuc0BfU9J9bg54+75lfLxBoSs2M8++wxffvklJk6caOkPtFotfvjhB0ydOhUvvfSSpOckIiIiIqrrGDgkIiIiIiKfJCUlWYJDxcXFTrdzlEGVn5+PDz74AIAw59iuXbvwzTff4MMPP8Rf/vIXZGZmugx+yGQyS1bh1q1brf43ZxB6qmXLlujTp4/lGFqt1pK5KOZYtbO7xD4e7sTExGD48OGYN28edu7cia+//hrPPPMM4uPjUV1djX/+85+ij+ktczabI7Xvt6NsN2dBJ9t5LL2VkJBgCcxevHjR6XZarRbXrl0DAEsg1l9qB3pdMa+Xoj3mrEBXz9WFCxcspXWletz8/fyK1b17d7z44ovYsGED8vLy8NZbb6FLly4AgLVr1+KXX34JSruIiIiIiEIRA4dEREREROQTmUyGrl27AoDTC/Amkwm//vqr3fJvv/0WgDC32+zZsy2Bjtpqlyp1lBE1cuRIyGQy5Ofno6ioCPv27YNKpUJWVpbo+2IOQn7//ffYuXMnqqqq0KlTJ3Ts2NHjY6SkpFjmqXP2eJSXl+PYsWMeHzMnJwdvvfUWfv75Z8symUyGjh07Yvr06fj73/8OADh79mzASoOeO3fO6bnM97tRo0ZWJVnNczGWl5c73O+PP/6QpG1qtRrp6ekAYPWYOWqnOTAt5jn2hvk94qo9hYWFloCdFO3p3LkzAODAgQNOt5k5cyYyMjIwe/Zsnx+3QD2/njh8+DA++ugjLFq0yGp5cnIyRo4ciZUrV1rK9JrnnyQiIiIiIgYOiYiIiIhIAsOHDwcArF+/3uFcexs2bMD58+ftlldWVgJwXiLxzJkzWLt2reW2Tqez28acKWgwGPDqq69Cr9djwIABXmVsDRkyBLGxsfj999+xfPlyAOIzF2UyGYYOHQoAWLlypSUzq7YVK1ZAq9V6fMzVq1fjk08+wbJly1xup1AorOYs9GZeOE+ZTCYsXrzYbnlpaSlWrlwJALj33nut1pmDiPv377fb7+rVq/jvf//r9Hzm++JpOVPzc7BhwwacOHHCbr1er8eHH34IAGjdurWosrbeGDZsGAAhIOcsKPfee+8BEDL/+vXr5/M5Bw8eDADIzc1FYWGh3frjx49j3759AIDMzEwAvj1uvjy/3nL2Gv/999/x3nvv4cMPP3SYPSmXyy371K9fX/J2ERERERHVVQwcEhERERGRzx566CG0b98elZWVGD9+vCXjTKfTYc2aNZaMOFvdu3cHAJw6dQpz5861lDKsqqpCTk4OHn74YavsJY1G4/A49913HwAgLy8PQE3moFixsbEYMmQIAGDnzp1QKpXIzs4WfZwpU6YgOTkZFy9exBNPPIEjR44AEO7X0qVL8f7774s63pgxYwAIAaA5c+ZYSk8aDAZs374dc+fOBSAEisxZX4AQgAKAI0eOoLq6WvT9cGfZsmVYsGCB5Xk7evQonnjiCZSUlCA5ORkTJ0602r5///4AgI0bN+Kzzz6zZK3t378fjz/+uMtSlubgzqFDhzyai++RRx5By5YtodVqMX78ePz3v/+1BB1PnDiByZMnIz8/H3K5HLNnzxZ/50UaPHgwevToAZPJhGnTpmHdunWW5+TPP//E888/j2+++QYA8PLLLyMmJsbncw4fPhwdO3aETqfDxIkTsWPHDhiNRhiNRuzZswfTpk2DTqdDt27dMGDAAAC+PW6+PL/eMr/Gi4uLceHCBcvyIUOGICkpCdXV1Zg6dSp+/fVXS6Dw7NmzmDFjBiorKxEbG4s777xT8nYREREREdVVymA3gIiIiIiI6j6VSoUPP/wQEydOxOnTp/HYY4+hXr160Ol0qK6uRtOmTdG5c2e7jKPs7Gx8+eWXyM/Px9KlS/Hxxx8jPj4eZWVlluDQfffdZ8k6/PPPPx1mBw0ePBivvvoqKisrkZSUZAmCeKP2+TIzM73KXExISMDChQvx1FNPoaCgACNHjkR8fDw0Gg10Oh06deqE2NhY7N2716PjDR8+HNu3b8e6deuwfPlyLF++HHFxcdBoNJbgTLt27ewCtL169cLWrVtx+PBh3HzzzYiNjcXOnTstWVq+SE9PR0JCAj744AMsXLgQsbGxKCsrAyDMrbdw4UK7x27KlCnIzc3F+fPn8eqrr+KNN96AUqlEVVUVYmJiMHv2bLz88ssOz9erVy/88MMPWL58OVavXo1+/fph4cKFTtsXFxeHf//735g8eTLOnj2LadOmQa1WIyoqytJO8zn79u3r8+PhjkKhwIIFCzBlyhQUFBRg1qxZ+Pvf/46YmBhcv34dAKBUKvHss8+KznJ1Rq1W44MPPsDEiRNRVFSECRMmICYmBkaj0ZLxmpaWhvfff9/ymvDlcfPl+fVWjx49IJPJUFVVhYEDByI2NhaffvopunXrhrfffhvTpk1DQUEBHnzwQahUKqhUKkums1qtxttvv+33+S2JiIiIiOoSZhwSEREREZEkUlNTsXr1ajzzzDNo164dDAYDEhIS8MADD2D16tVo2LCh3T4qlQqffvopnn76abRp0wYqlQoajQbNmjXDsGHDsHLlSrzxxhuWcojfffedw3PHxsbilltuAQBkZWVBpVJ5fT9uvvlm1KtXD0BNJqM3unXrhpycHIwfPx6pqanQarVITk7G+PHjsWLFCkRHR4s63ptvvon58+cjIyMDDRo0gEajQWxsLHr27IlZs2Zh3bp1dgGQRx99FBMmTECjRo1gNBqhVqtRUlLi9X2qTalU4uOPP8bTTz+Npk2bWp63Rx55BBs2bEC3bt3s9klJScHatWsxfvx4tGzZEoAQqBoxYgRycnJcBvBeffVVDB48GPXr14fBYHBYAtZW27ZtsX79ejz//PPo0qULVCoV9Ho92rZtiyeeeALr16/HiBEjvH8QRGrcuDFWrVqFf/zjH+jduzdiYmKg1WqRmpqKhx56CGvWrMGkSZMkPWfLli2xbt06PP/88+jcuTNkMhlMJhPat2+P6dOnY82aNZY5Oc28fdx8eX691aVLF7z++uto3bo1FAoF1Gq1pTRpZmYmcnJyMHr0aKSmpkImk8FgMCA1NRVjxozBxo0bcffdd0veJiIiIiKiukxm8qTGCxERERERUQjTaDTIyMhAWVkZ1q5di86dO3t9rP3792PMmDFITEzE9u3brUp/EhEREREREYUzZhwSEREREVGdt2HDBpSVlaFTp04+BQ0B4PPPPwcAjBw5kkFDIiIiIiIiiiic45CIiIiIiOqk3NxcyGQyFBYW4l//+hcAYNy4cV4da82aNWjYsCF+/PFHrF+/HkqlEmPHjpWyuUREREREREQhj4FDIiIiIiKqk9avX4/Nmzdbbvfr18/r+ereffddXLp0yXJ76tSpljnaiIiIiIiIiCIFS5USEREREVGd1L17d9SrVw+JiYkYPXo0PvroI8hkMq+O1adPH6jVajRr1gwvvvgipk+fLnFriYiIiIiIiEKfzGQymYLdCHJt3759AACFQhHklhAREREREREREREREVEgGQwGAEDv3r39fi5mHBIRERERERERERERERER5zisC8yZhj169AhyS4iIiIiIiIiIiIiIiCiQDhw4ELBzMeOQiIiIiIiIiIiIiIiIiBg4JCIiIiIiIiIiIiIiIiIGDomIiIiIiIiIiIiIiIgIDBwSERERERERERERERERERg4JCIiIiIiIiIiIiIiIiIwcEhEREREREREREREREREYOCQiIiIiIiIiIiIiIiIiMDAIRERERERERERERERERGBgUMiIiIiIiIiIiIiIiIiAgOHRERERERERERERERERARAGewGEBERERERERERERERkW9MJhMqKipQVlYGnU4Hk8kU7CYRAJlMBpVKhfj4eNSrVw8ymSzYTXKJgUMiIiIiIiIiIiIiIqI6TK/X4/Tp09BqtZDL5VCr1ZDLWXQyFBgMBlRVVaG0tBRRUVFo1aoVlMrQDc+FbsuIiIiIiIiIiIiIiIjIJZPJhNOnT6O6uhrNmjVDfHw8g4Yhxmg0oqysDOfPn8fp06fRunXrkM085CuHiIiIiIiIiIiIiIiojqqoqIBWq0XTpk2RkJDAoGEIksvlSEhIQNOmTaHValFZWRnsJjnFVw8REREREREREREREVEdVVZWBrlcjvj4+GA3hdwwZ4Nev3492E1xioFDIiIiIiIiIiIiIiKiOkqn03FOwzrCPP+kTqcLdlOc4quIiIiIiIiIiIiIiIiojjKZTAwa1iFyuRwmkynYzXCKryQiIiIiIiIiIiIiIiIiYuCQiIiIiIiIiIiIiIiIiBg4JCIiIiIiIiIiIiIiIiIwcEhERERERERERBS5dBqg4pLwPxEREUU8ZbAbQERERERERERERAFkNABHNgB7lgJFOwCYAMiAtAygz0TgpmxArgh2K4mIiCgIGDgkIiIiIiIiIiKKFNoy4IvHgMJcmxUmoGi78K/NQOChFUBUfFCaSERERMHDUqVERERERERERESRwGhwEjS0UZgrbGc0BKZdREREFDIYOCQiIiIiIiIiIooERza4DxqaFeYCRzf6tz1EREQUchg4JCIiIiIiIiIiigR7lorb/pcl/mkHERERhSzOcUhERERERERERBTudBqgaIe4fYp2AHotoIzyT5uIiIgAzJs3D4sXL8amTZvQrl07y3Kj0YjMzEz07t0bhw4dwm233Qaj0YgNGzYgKSkJOTk5aNCgQRBbHp6YcUhERERERERERBTuqssBmETuZAK0Zf5oDRERkUV2djYAYMuWLVbLf/nlF5SUlCArKwsAsGnTJhw9ehSvvPIKHnzwQQYN/YSBQyIiIiIiIiIionCnjgMgE7mTDIiK90driIiILDp06IAOHTrYBQ43b96M+Ph4DBgwAACg0Wjwr3/9Cw8//DCmT58ejKZGBAYOiYiIiIiIiIiIwp0qGkjLELdPWkb4lynVaYCKS8L/REQUNNnZ2Thx4gSOHTsGANDr9fj2229x9913Q61WAwBatWqFVq1aBbOZEYGBQyIiIiIiIiIiokjQZ6K47W+Z5J92BJvRABTkAMuygDlNgLlthf+XZQnLjYZgt5CIKOJkZWVBJpPhm2++AQDk5eXh6tWrljKmANCwYcNgNS+iMHBIREREREREREQUCW7KBtoM9GzbNgOBjtnut6trtGXAyvuBr8YBRdtRM++jSbj91ThhPed2JCIKqGbNmqFXr16WcqVbtmxBcnIy+vbta9lGoVAEq3kRhYFDIiIiIiIiIiKiSCBXAA+tcB88bDNQ2E4eZpcOjQbgi8eAwlzX2xXmCtsx85CIKKCysrJQWFiIwsJC5ObmYujQoQwWBkGYffoTERERERERERGRU1HxwNg1QONO9usatAUeXC6sj4oPfNv87cgG90FDs8Jc4OhG/7aHiIisDB06FCqVCgsWLEBpaSmysrKC3aSIxMAhERERERERERFRJJErAL3WfnnPR4FOI4T14WjPUnHb/7LEP+0gIiKHkpKScPvtt2Pz5s1o0aIFevToEewmRSQGDomIiIiIiIiIiCKJyQRcP2e/XHM98G0JFJ0GKNohbp+iHY4DrERE5DfZ2cL8usw2DB5lsBtARERERFhpW9MAACAASURBVEREREREAVR5GdBr7JdrwzhwWF0OwCRyJxOgLQOUUf5oEREROSC/Mb/uvffea7X8hx9+CEZzIhIzDomIiIiIiIiIiCLJtTOOl2uuBbYdgaSOAyATuZMsPOd6JCIKUSaTCatWrUL37t3Rtm3bYDcnYjHjkIiIiIiIiIiIKJJcO+t4eTBKleo0QjagOg5QRfvvPKpoIC0DKNru+T5pGcw2JCIKAL1ej+eeew7nz5/HwYMHsWDBgmA3KaIxcEhERERERERERBRJnAUOA1Wq1GgAjmwA9iy9Me+gCYBMCNT1mQjclA3IFdKft89EcYHDWyZJ3wYiIrKjVCpx6tQpnD17FtOnT8c999wT7CZFNAYOiYiIgilQo2uJiIiIiIjMgplxqC0DvngMKMy1WWESgnpF24E2A4GHVkhfJvSmbOHYdud2oM1AoGO2tOcnIiKnvv7662A3gW7gHIdERESBZjQABTnAsixgThNgblvh/2VZwnKjIdgtJCIiIiKicOY0cOjnOQ6NBidBQxuFucJ2Uv82kiuEgGSbga63Mwcu5bx0SkREkYeffkRERIGkLQNW3g98Ne5GiRzTjRU3Rtd+NU5Yry0LZiuJiIiIiCicBatU6ZENnmX7AcJ2RzdK34aoeGDsGqDHo/brGrYHHlwurJc625GIiKiOYOCQiIgoUII9upaIiIiIiAhwHjisLvfv75A9S8Vt/8sS/7RDrgASWtgvv/lJoNMI/8yvSEREVEcwcEhERBQooTC6lohCm04DVFwS/iciIiLyB70WKL/gfL2/sg51GqBoh7h9inYI7fWHyiv2y6or/HMuIiKiOkQZ7AYQERFFDG9G13Ya4Z+2EFHoMBqEgQV7lt64mGYCIAPSMoA+E4GbsjnqnYiIiKRz/U/X6zXXgZgk6c9bXY6aqRo8ZRKmcVBGSd+eqqv2y6o5ZQQREREDh0RERIHgy+haf/xIJqLQoC1zUsL4xrynRduBNgOBh1Zwnh0iIiKShrMypWaaa/45rzoOgAzigocy/30Hchg4ZMYhERERS5USEREFgi+ja4koPHHeUyIiIgqG6+dcr/dXqVJVtFBRQYy0DP8NpKxyUKpUW+6fcxEREdUhDBwSEREFgmV0rRh+HF1LRMHHeU+JiIjIGX/Oe3ztjOv1Gj8FDgGhDLsYt0zyTzsAJxmHDBwSERExcEhERBQIoTa6loiCz5t5T4mIiCh8GQ1AQQ6wLAuY0wSY21b4f1mWsFyq6gPuSpX6K+MQEOZubjPQs23bDAQ6ZvuvLZUMHBIRETnCwCEREVGghNLoWiIKLl/mPSUiIqLwoy0DVt4PfDVOmOPYMs3BjXmPvxonrJdiKgPbwKFcaX3bX3McAoBcAdz7PtxWYzHP8Sz306VLgx7QOrifLFVKRETEwCEREVHAhNLoWiIKLs57SkThyp/lFYnCVaDnPbYNHDZsb33bn6VKdRohe9LV96AhbwJj1/h32gZNqePl/s44ZB9JRER1gNL9JkRERCQJuUIYNevuooC/R9cSUfBZ5j0VEzzkvKdEFKKMBmHe1j1Lb2RTmwDIhLLrfSYKg6fkimC3kih0eTPvcacR3p3LZLIPHKZ0AkqO1Nx2lInnC4d9hAv1m/m/z3A0vyEAVFdIfy72kUREdd7mzZvx2Wef4ciRIzAajWjRogWGDRuGJ598EtHR0cFunuR4RZKIiCiQouKF0bN9p9iva9YLeHC5/0fXElHwcd5TxzgKn6juCWR5RaJwFch5jzXXbLLqZECjm2y2kTDj0GkfUYvtb5/io9Kd35nKK46XS91XsY8kIqrz3nrrLcyYMQN79+5FdXU1ZDIZ/vjjD7z33nsYPXo0SkudZLHXYQwcEhERBZpcASR3sF9+7/vCyGGONiWKDJz3VGA0CCXLlmUBc5oAc9sK/y/LEpb7Wo6NiPwn0OUVicJRoOc9ts02jEsB6iVbL9NKFDj0tI+wDZrVzn70l0BkHLKPJCKq89avX49PPvkECoUCf//737F//37k5+fj448/RqNGjXDs2DHMmjUr2M2UHAOHREREweBoRKlBF/h2EFHwcN5TjsInquu8Ka9IRNYCPe+xbeAwoTkQXd96mUaiUqVi+ojaApFx6CxwaNR5H5S1xT7SM6w4QUQhymAw4IMPPgAATJo0CWPHjoVarQYAZGRkYOHChZDJZMjNzcX+/fuD2VTJMXBIREQUDI5+6HOEKVFkMc972nqA6+3Cdd5TjsInqvsCWV6RKFxZ5j0Ww4d5j6+dsb6d0AKISrBeJlWpUrF9hNnl4/4fVFnlpFQpAGjLna8Tg32kc6w4QUR1wM6dO3Hq1CnI5XKMGzfObn3Xrl2RkSFMQZKTkxPo5vlVmF19ICIiqiMcBg71gW8HEQVXVDww7B3H65p0C+95TzkKn6huC3R5RaJwFeh5j+0yDlvaZxxKUarUmz7CzKgDLp/wvQ2uOMs4BGzmgPQS+0jnWHGCKCJodAZcLtdCo6u7AwF2794NAOjYsSMaNGjgcJvbbrsNALBjh5efeSFKGewGOKPVarFixQps3rwZJ0+ehF6vR7NmzXDHHXfgySefREpKitN9T548iYULF2LXrl24evUqkpKS0K9fP0yePBnt27d3up/RaMQXX3yBNWvW4Pjx45DJZGjdujVGjRqFRx55BAqF8zmnvD0nERFFKAYOicjs+lnHywfMBG7KCmxbAsmbUfidRvinLUQkni/lFb0NeBCFqz4TbwRQPOTLvMfXz1nfTmgBRPsh49CrPqKWkiNA446+t8OZShcZh1IEDtlHOia24sTYNUKVDiKqEwxGE7YWXMCKXafw88nLMJkAmQzo17ohHrs1FYM7N4FCLjbLPniOHz8OAGjTpo3TbdLS0gAA586dQ2VlJWJjYwPRNL8LycBhWVkZxo0bh4KCAgCAUqmEUqlEUVERli1bhpycHCxZsgTdunWz2/fgwYMYN24cKisrIZPJEBcXh+LiYqxfvx5bt27Fu+++i7vuustuP5PJhOeeew5btmwBAERHR8NkMqGgoAAFBQX47rvvsHTpUksNWynOSUREEczRKF4GDokiU+lpx8tdjYSv63wZhR/OF9OI6hJLeUUxF8Z9KK9IFM7M8x57konv67zHdhmHLYAoP2QcetVH1FJ8FOjsezOccplxWOH78dlHOuZNxQkOHCOqE8q1ekxduQ/b/7hktdxkAnYVXsauwsvo3z4ZC8f2RlxUSIal7BQXFwOAyyS2xo0bW/4uKSlBamqq39sVCCFZqnT27NkoKChA/fr1MX/+fBw4cAD5+flYuXIlUlNTUVpair/85S/QaKwnzb127RqeeuopVFZWYuDAgdi2bRv27t2Ln376CYMGDYJWq8WLL76Ic+fO2Z1z4cKF2LJlC2JjYzF//nzs378f+fn5ePfdd1GvXj3s3r0bb731lt1+vpyTiIgiGAOHRGQWiYFDX0bhE1FoCHR5RaJwZp73uM1A19tJMe9xqYM5Dm1LleoqfZ9j0Js+oraSI76d3x2XcxxK8H2DfaRjnPeRKCwZjCaHQUNb2/+4hKkr98Fg9CEjPYAqKoSBJDExMU63qb2uvFyiOXJDQMgFDktLS7F582YAwCuvvIJhw4ZBpVJBLpejT58+WLBgAQDg/Pnz+Omnn6z2XbFiBa5cuYKWLVvi/ffft0SCU1JS8P7776Nz586orKzEokWLrPYrLy/HJ598AgB4+eWXMWzYMCgUCsjlcgwfPhxvvvkmAGDVqlV2AUBvz0lERBGOpUqJyOzqKcfLwzlwaBmFL0YEjMInqmv6TBS3vS/lFYnCXVS8UJaxaXf7dQ3a+DbvsdEAFOQAnw63L5F+/hCgiAJkNuUgpShXKraPqK3Y34FDP89xCLCPtMV5H4nC1taCC26Dhmbb/7iEbwsu+LlF0tDrhet0KpXK6Ta1K1QaDHV3PkdbIRc4LCoqsjzAPXr0sFufnp6OxMREAELw0MxkMmHVqlUAgLFjx9qVFFWpVJg4UfjA3rx5M6qrqy3rNm7ciLKyMiQmJmLUqFF257znnnvQpk0b6PV6bNq0SZJzEhFRhGPgkIjMIjHjkKPwicKDubyiJ3wtr0gUCeQK+7KhAJA+TCjX6M1cb9oyYOX9wFfjgFMOgjYbngE+e8A+IKm9Jv5ctsT0Ea1us759+YR/A0b+LlUKiLv/qbcD7e6W5ryhihUniMLWil1OBsM6sVzk9sESHR0NANDpnGfh1475uAow1jUhFziMj6/5onLgwAG79adPn0ZpaSkAWNWLLSwsRElJCQCgX79+Do996623AhAyDPPz8y3Ld+/eDQDo06cPlErH9XVvu034ArN9e81k1b6ck4iIIhwDh0RkFomBQ4Cj8InCQSDLKxJFCr3GfpntvISeMhqALx5zP6dcYa79eaXIOBTTRzzyBRCVULPMZAAuH/e9Dc5UuviepZUo49DT+w8Ap/KA15sBy7KE7FBj+GStWLDiBFFY0ugM+PnkZVH7/HzyMrT60O/n6tWrBwB2U+bVVlVVZfk7Li7O720KlJD71p6WlmYJCL7xxhv49ttvodfrYTKZcPDgQUybNg0A0KVLF/Tv39+y34kTJwAAMpkMrVu3dnjspKQkS7bi8eM1Xz7Mf7dp08ZluwDgjz/+kOScREQU4RwGDkP/SxMRSUynAcqdlGkJ98AhM5WIwoO5vGJ8E/t19Rr5Vl6RKBLpquyXeRs4PLLBfdDQzC5wKEHGIVDTRyS0tF+X1r+mj4iuDzS+yXq9v8qVGnRAtYssNlfrxDLf/6FzPdjYBBRtF7JDV94ffpl2rDhBFJYqtHqYRCYTm0xAuSb0B883aSJ8vy0uLna6zcWLFwEIMaLk5OSAtCsQQi5wqFAo8OabbyIuLg6lpaV45pln0L17d/Ts2ROjR4/GyZMn8cADD+DTTz+FQlFTosH85CUlJSEqyvkHSuPGja22r/23eX5CV/tdvXrVkprqyzmJiCiCGfSArtLBcuelD4goTLm6EBjugUNmKhGFD5MJqHAwr02znt6XVySKVFIGDvcs9b4dWgkyDs2MeqDsvPWyZ/YD4zda9xGNO1pv8+d+YZCV1Nx9x5KqVKmZXAE06SJun8JcIVs03AaXsuIEUdipF6WETGQysUwGxEU7rvwYStq1awdAmF7PmVOnhLKrzZs3R0xMTCCaFRAh+ez06tUL69atwxNPPIGzZ89Cr9dbJqI0Go0wGo2oqqpC/fo1dd/Ly4UyAu6eHHNd2oqKmi8B5r9d7Wvez7x9YmKiT+cUy2Aw4Pfff/d6fyIiCh3y6uto72D5+T/P4noM+3qiSBJ7/mc4GH8PANCVlaAwEr7/9XkdjRXzkPTHaqvFRkUUzt86G+XNBwBFfwapcUTkCVX5ObRxUHK96uoFnI6EfoxIQm00ZbCbIan8Ao79dggmhdrj48gMWrQv2iG6MKTZ+aJjuC6X5v0bdfUY0mr1EQZVPI6X6IBL1sdPNCbBakj/rg9h2vURKhv3Qmn7B1De4g5JBiKor52E47phgqsXz6BY4r4r/tR+NBO7U2Euzv2wGOUtB0nalqCSd0CLJn1R78Jut5tWNOmLs/IOAD9HiDyi0WgQHx/vsqymv9ySmoTdRZ4PfL0lNQkmvQ4afWgPoO/RowcA4LfffkNxcbFVPMpsxw5h/uBevXqJeuwNBgPKyspE71M7mc6fQnLY7rZt2zB69GhUVlbi7bffxp49e5Cfn4+PPvoILVq0wNq1a/H4449b5hcEYAksupuAUq1WW23v6b7m/QDhCfL1nEREFLnkOscDSWSmMBtNSkRuqSrOO12n0EpUIizUyRXQJtoPp5AZqlHR9FZmKhHVAaqyMw6Xy6Us90cUIeSO5jgEoKwqcbi8NplBC4XmKmQGLeS6SsggsnZc7XboJJrnD0LgsDZtUnvYpqfIdBWoX7TFbl8ZTKhXvA/N815Ci23PQubkt5QYimrX37HkjrI+faSscpCV7YHEY19J3JIgkytwLuNNVDTp63KziiZ9cS7jTUAWkpeuicjGmD7NRW3/yC0t/NQSafXu3RuNGjWCXq/H8uXL7db/9ttv2LlzJwBg9OjRgW6eX4VcxmFBQQGmTZsGuVyOr776Cunp6ZZ1d955J3r27ImRI0eiqKgI7733Hl577TUANVl95jKizlRXVwOwDvZFR0ejqqrK5b7m/Wrv68s5xVIoFFaPBRER1WEXHQ8kadKoIZqwryeKLGe0TlfJ9ZVIb9saUHqeXVBnXWtot0gGEzokGoHm7BeJQt61nxwujjJp+Du2rtBpgOpyQB0nzENGwWN0fI2pTQMV0NrB+8loEOYy3LMUKNoBwARABrS6Tfjfy+BhSv1opEj1/j35H6ubsa1vse4bjAZhTr+rR10ept6F3eiw/1VhzkBfBhaZTrhcnRAjR4LUfdcp7waJ1ivej/S2aeE3z1+nLcC+ZcCm56yX128ODHkD9TpmoUOgBo+x/6MwYS6ZWbtyYqBk92yFNQcuYPsf7gdJ9G+fjOweLSGXe5sTH1jPPvssXnnlFXz88ceoX78+xo0bh6ioKOzatQv/8z//A5PJhDvuuAO33HKLqOMqFAokJiYiNTXV430OHDggtvleC7lhG4sWLYJOp0N2drbDHxgNGjTAU089BQDIycmxBOXq1asHAG5TO83r4+LiLMs82de8TiaTITY21udzEhFRCNNphHl6/DGfBuB8knsHJb6IKMyVnna9XlMamHYEm6Ha8fLiI4FtBxF558pJx8s1EZI5XVcZDUBBDrAsC5jTBJjbVvh/WZawPNzmVqsLTCZA7yTbzdE8h9oyIeD21TigaDtqgoQm4HQevA0aApD2/XvxkPXtFJv5/o5sEOb080RhLnB0o2/tcTfHoVa6bEuL8ote7mhy/vuxLpMrgNaZ9svb3RmYuXHZ/xFJSiGXYeHY3ujfPtnldv3bJ2Ph2N51JmgIAPfffz9Gjx4No9GIefPmoXfv3ujZsyfGjx+P4uJidOjQAe+8806wmym5kMs4/PXXXwEAPXv2dLpN7969AQiZfn/++SfS0tLQtGlTAMDVq1eh0+mcZvddvCh8UDdu3NiyrEmTJrh06RKKi4udntO8X8OGDaFUCg+bL+ckIqIQ42ykblqGMIH7TdnS/XjRXHfSBgYOiSKOu8Bh1VUgLgK+QxqcVPAo/i2w7SAi71xxkr2jqwT01ZGROV3XaMuALx5zEKwxCQGoou1Am4HAQyuAqPigNDEiOSlTCsA+cGg0OHkOJSJVyXSTCbhw2HpZE5vA4Z6l4o75yxIhuOStqivWt+NSrAN71b6XQ7VTdsHLHWXh+x509HqvCsCgOfZ/RH4RF6XEsiduwbcFF7B81yn8fPIyTCahMnW/1g3x+K2puKdzEyjqUNAQEBLJXnvtNdx22234/PPPceTIEWg0GqSlpWHIkCGYNGlSWCaMhVzg8MoV4cPbaDQ63aZ2gE6rFco7tW3b1rLf6dOnLbdru3r1Kq5dE774tGvXzrK8Xbt2OHz4MIqKipye05zqW/u4vpyTiIhCSKB/OGgZOCSiG2wDhzIFUHu+U3cj4sOFk7JsKHFdsoyIQsSVQufrtNcBpevR5xRgngacCnOF7XwtC0meczW33jWbuUTFZOl5IjkduPR7zW1ngx3FKjtvHaiTKYBGN9Xc1mluDNwUoWgHoNd6X77T9vtVQkubwKEfMg69DRymZYRfmVIzvYOS/f7OVGf/R+RXCrkMQ7s2xdCuTaHVG1Cu0SMuWokoZd1/Hw0bNgzDhg0LdjMCJuRKlTZp0gSA63qtv/0mjDxWKpVo3lyYeLNly5aWv3/++WeH++3atQuAUOe3W7duluXm+rN79+6FweA4Fd08yWXtWrW+nJOIiEKE2B8OUpQsYalSIgKEi4PlNheRGtmU6o+UwKHBSf/HUqVEoc9oAK4WOV/PcqWhJ9BlIclzYjIOxWbpudJmINB/hvUyZ4MdxbLNNkxubz2PXHU5xJdU9bF8Z6VNxmFiS+vb/ggc2n7n89Qtk6RtRyhx9Hr3d5l+9n9EAROlVKBhXFRYBA0jUcgFDu+44w4AwKZNmxxmAFZXV2PpUuHLUUZGhlUa6NChQwEAy5cvt5t3UKfTWfYbNWoUoqJqRuvcddddiIqKQklJCdauXWt3zm+//RaFhYVQqVR44IEHrNZ5e04iIgoRwfjh4DRwyHkUiCKK7QXA6AQgKc16WcQEDp3McXj9XGBKVhGR966fc/4eBvgeDkXelIX0hb/nDw8nLjMOa31v8CZLz44MSOsPPLhcyKqKS7FeLVXQ3938huo4oS2i+Fi+01HGYW1Sz3Goq/Lu8WwzEOiYLW1bQkkwSpUGuv8jIqqjQi5wOGnSJCQmJkKj0eDxxx/HDz/8YMkCPHbsGCZMmICjR48iOjoazz33nNW+EyZMQEJCAoqKijBlyhScOSOUcbh48SKeffZZFBQUIDY2FhMnTrTaLyEhARMmTAAA/O///i9Wr14NvV4Po9GILVu24KWXXgIAPPjgg5aMSF/PSUREISIYPxycBQ6dzfFFROGp9JT17cRWQEyS9bJICRw6K1UKsFwpUahzVaYU8H/2CInjS1lIMYwGoCAHWJYFzGkCzG0r/L8sS1jOAXOOuQocXj8nzBdoNACHvoT4LD0brTOBx78W5gqUK4CoBOv1UpUqdTe/oSpaKMcphq/lO23nOExsZX1b6oxD2zKlUfWFoKAr5qky5CF36VY6egeDTvyZpR6o/o+IKAyE3ByHKSkpWLRoEaZNm4aLFy9i6tSpUKlUiIqKQnm58MEdGxuLd999F+np1qWcGjRogPnz52Pq1KnYtWsX7rrrLtSvXx9lZWUwmUxQqVR477330KJFC7vzTp06FQUFBdi2bRteeeUVvPrqq5DL5aiqEr609evXD7NmzbLbz5dzEhFRkAVjPg2ApUqJSGA7v2FiauQGDp2VKgWA4t+AVv2kP6dOI1wYVMdZl0wjInEun3C9nqVKQ4svZSE9/f4b6PnDw4mrUqXV5ULW4fpnpJnb8OQ2oZpKpxHC7ej61uulKlV60SZwmNLVfps+E4XXhaecle/09LPdXcahXiN8N1FIdNm09vyJABDfRMjyPLoRWPsUoK8VMG7aA+j/HNAxK/zn1nNYqvQaYDT6J2AaiP6PiChMhOSwlZ49e2Ljxo2YMmUK0tPToVKpoNPpkJaWhrFjx2Ljxo0YONDxyJzbb78d69evx6hRo5CSkoKqqiokJSVh8ODB+PLLL5GZmelwP7VajUWLFuGf//wnunXrBoVCAYPBgPT0dLz44otYsmQJ1Gq1pOckIqIgC8Z8GgADh0QkcBg4TLReFimBQ1cZh1LOc8gMGCLpuc04ZOAwpPi7LGQw5g93py6VStVVul7/1RPSBA3NaldTibIJHEqRcairAi4ft15mm3EIADdlu8/AM7Mt3+nNZ7ttOcyE5rB7X0iZdVh23vp2XIoQFOw0AmjQ2nrd0LdqskDDncNMPhNQ7ePvbWeCURaXiKiOCrmMQ7MGDRpgxowZmDFjhvuNbaSlpeHNN98UvZ9cLseYMWMwZsyYgJ2TiIiCyPLDQUzwUIIfDs5G7/KCNVFksQsctrIf2R4pgUNX86NJFTisCxkwzIKkuujKSevbcpX1YAAGDkOLuSykmOwuMWUhvZk/3JzxJgVzP6qMAY5/J0xLULQDwvd9mXBf+kwUAlWhGJhxF9w8t0fa89WuphJtU6rUoBXa483nkdEgvBZ2zAdMxprlchVwahfQ6V7rx1+uED5/3QWdbct3evvZXmlTqjSmgfDZWztgVV1hP6DLW2W2GYdNa/6W23z382X6irr2PcJZhm1Vqf3r0RPu7r+/+z8iojASsoFDIiIivwvWDwdmHBIR4DhwaHsBJWIChy76v4sFwpxOMrEjxGsRmwEzdk3gLiibL67WtYvbRGa2GYcpnYDzv9bcZuAw9EhVFtIRb+YP9zVw6LAfdSSEBoo4o3cxx6Ff1CrDqIoGFGrrwTza6+IDUE6DeRAGFawe7/jxj4qvKd/5/WvA5WM166ITgHsXWJfv9PazXa8FdBXW28QkAep6NoFDCTMOy23mOIxPqfnbNnAo9jdhXf4e4WzuQE0pgFTPjiH2/vuz/yMiCiMhWaqUiIgoYPpMFLe9FD8cnAYOfRhdSkR1j6PAYaTOceiq/6u6AlSU+HZ8bzJg/E2nAa4WAStGAV+Nu3ERy3yx+8bF7a/GASvv971ENpG/GI3AVZuMw2a9rG8zcBh6fCkL6Yov84d7S1sm9JN2/agbgSyVKoYu0IFDm2oqvpYr9bVUrbl8533/tl6uUNuX7/T2s932u5UyGlDHAlFx1su1UpYqtQkcxjWp+Vuhsl4nJnDo9PVfR75HOMs49PRzw5v776/+j4gozDBwSEREkS0YPxyYcUhEuiqg3KZsVWLLyA0cuipVClhnL3nDmwwYf7CahykFeK87cHKb631C9eI2EQCU/Wl94VehBlI6W2/DwGHoMZeFdPcd2LYspDuBnj/c0yCVM4EaKCJGoAOHttVUom0Ch1qR71+pBuo06giruegqSoBym0FE3n622363Mn/3UtsEDiWd49A247BW4FBuEzj0tFRpKM4nKpazQQO2c1A64u39N/d/rQe43k9s/0dEFGbY+xERUWTz14UTVzjHIVHksgSOhlsvlyuBE7n287lETODQzcCJzx4Qgm0FOeL7ymBkwDhiNypehFC8uE0E2JcpTUqzHwDBwGFoMpeFrNfIfl3zm4EHlwvrxZTytMwfLoYP84eLCVI546+BIt6yDRzavp+kZltNxdeMQ6kG6qhjgQZtrJcVF9T87ctnu6P5DYHgBQ5t57f2dDBpKFZTEMuXjENf7n9UPHDPHMfbNu7sXf9HRBRmGDgkIiIyXzhpe6f9urT+0v9wYMYhUWSqHTg6t896nVEvLF//jPVyzbXIGFTgSalmgESkNQAAIABJREFUb0tuBToDxhFfs2KA0Lu4TQTYBw4btAGiE62XMXAYfDoNUHFJ+N+KzHFmz70L7MtCesI8f7gYvswfLjZI5Yg/Bor4wnaOw4bt/XcuR9VUbAcwORvw6IjUA3Ua32R9u/hIzd++fLY7yzj0Z6lSuzkOm9b8bTfHoYcZh6FSTcEXLuc4dMPX+3/BSTWLgS971/8REYUZBg6JiIgA4YdBQnPrZTFJwPiN0v5wMBqcj15l4JAofHkaOCraDrtsjUi46O5pWS5AfMmtQGfAOCJFVkyoXdwmApwEDm0CD5HQh4Uiq9LITYC5bYX/a2dvVxQ7DlK4Kx/tSqDmD/cmSOWQxANFfGUb3E32U+DQWTUV21KlYt6/Ug/UsS17fLFWxqEvn+12gcPEWsesRaqMQ73W/pxxKTV/25Uq9eA3YahUU/CVwctSpVLc/z8POGmTD/0fEVEYYeCQiIjIzPbCdXWl9Odw9QNUzIVzIqpbRAWObC66RUK5UrH9n5iSW4HOgHFEiqyYULu4TZHNHJTKX2m9/NhW4Owe62WBDhw6za6LIHalkc2fKybr7O1Lxxzv78t3UjHzhwNCFpA3Zai9ClI5IvFAEV/pbH5/1G8GqGLFH6f1HcDo/wjVUywBNpn7aipRtoF/DzIOzf3BF4+Lb6erx98u4/C3mr99+WyvsilVGmsuVVrPerk3gUNH/Y9tmVJ1nHV2o12pUg/ef6FQTUEK3pYqleL+/5nveDP+JiciAgAo3W9CREQUIWxHFxq0wg9hKcuUuPqxFgnlCIkilS+Bo0gIHHpalqu2X5YIGeGe6DNR3LyC3mbAOCJZVkyIXdymyKUtc55BfeUEsPUl62WBCBwaDcIAjT1Lb7zfTBCCJBnC+/+m7MgpO+dphnthLlBe7HidsywgT5jnD196N1ByxP32RduFf+YMOE/7OUvGmY/BQ6kHivjKNpCiigESWjgP8jpS+7HsPFLIstKWCbfd3VfbjEN3pUpd9QeecPX4N7bJOCw+ChiNNVmS3n62Oy1VavPaq67w7Lju+p/a2YWA9fyGgINSpR5kHHr7+v9ynPA4hEqf6G2pUq/uf63vUQYdcPGw482YcUhEBIAZh0RERDUc/UiwHfXrK5eBQ5YqJQpLvgaOIiFw6E3pLDElt8RkwDia88kXUmXFhNrFbYpM3szXqa/yb3k8T7PrApVpE+yMRzEZ7sUFjpf7euE8Kh5o3V/cPmLLUHuTceaIlANFpGD7ulHeCBy65SKbUBkF1Ev27DMkyrZUqYvAoRTz97p6/Bu0ARS12qyrAEpP1dy+KRtoPcCz89T+bK+0yTiMcZJx6Mkch570P5tfsN4nzjZwaFuq1IPBVN6+/k/tkLZP9LW/c5Zx6K5Uqa/VJEqOOj+3LwMniIjCCDMOiYiIzBz9SKuulDbDg4FDosjja+AoEgKHXl2kvlFyypMLoXKFcDF1XrrrASEpXR3P+eQLqbJiQu3iNkUmb+fr1FwH4hpJ3x4x2XVfPCYEVPyRZRNKGY9SlEaWolSfszKArpjLUPsrm9yW1ANFpGD7GaVyEzi8dwGQPsyzbEJPiJmj1Nf5e909/gol0KgDcOFQzbLiI0Biq1rvNw+ef9v5HJ1lHNrNcegmsOZp/2Ob2RZvk4GosAkcevqb0JfXvy99opT9ndOMQw8y1X2pJuFsfkOApUqJiG5gxiEREZGZw4xDD0vUeMpVuR8GDonCkyVw5KVICBx6VapZZOnOy8fdZ5EntxMuYkmZKSRFVkwoXtwm3wQ7K81b3gal/FWuVEzgQszcqGKEUsajVKWRfc0QNeiA8we92/eXJZ5vK3Y+xdpsg0mB5Or9b5sFpYxynvkmVwqfDZ5mE3pCTKlSX4LUnj7+tuVK/8y3eb+5oVADY1ZZf1+w/V5lnuMwyjZw6OZ3oLeB0/im1re9KVUK+Pb6B7zrE73p78S83s3clSoFfKsm4WpgA0uVEhEBYOCQiIiohrOMQykx45Ao8vgaOIqIwKEX/Z8npTuNBqAgB1iWBSyxubjUsB0w8t/WywrWAXPbAnOaCPsU5Egz/2yfid7vG8yL2ySt2q/HOU3881rzJ1+CUv4KHIoNXIgJSnlCbMajv59jqUoj+3rh/GKB9+X+xJShNs+nKDZ40neKfTlPf/P0/a+rst5v5wdAwVonx9QDq5+QNihtV6rUyXvX2/4gNcNxOVVnGt9kfXvfMnHBOkO1fcafpxmH7kqVehs4tZ3z0DZw6GnGm7ev/9rE9Ili+rtVY4HDa92/3n3JODTf/3qNXW/n6HvUeVcZhwwcEpFnTp48iW7dumHChAnBbopf8NcnERGRmcOMwyr7Zb5g4DD01dUsEAptvgSOIiJw6EVZKHelO+1Gxdu4fBzIX25/wQ6A5JlC3mQFxKWIu7gqBfZ//hNKWWne8iUo5Un2iFjeBC7EBKU8EQoZj7X5muFu5mupvnP7fNjZJO59EBUv9JNt77RfZ57zr/cT1suNhsCVjgXEvf9tf3s4m4fSTOqgtKcZh972Bw/+RyhF6+njn2KTcVhRLP6cp/Ksb3tcqtRFxqEvAynibeY49LZUKVDz+h/1b/fbOiKmTxTT3538UQhqu3u9ezvHoZlOA2hdBBnNwcXa36MMOuDCYef7sFQpEXmgvLwczz//PLTa8J0XlYFDIiIis0CUKtWwVGlIqutZIBT6xASOGra3vh0JgUODyP7PXelOT0fFn8pz3/dKcVHWfOEquYPn+6R0Fndx1VtS9H8MOLpmNACrHg2drDRv+RKU8kfGoVeBC5FBKXeCnfFoS4rSyID32YJm5/b7sLPIMtSA0E/a9pXZ7wPjb8yXmHq79bozu31on0his1L1XgxalDIobZdx6OS3i1f9gRfPbeNOIs/hwKmd1rcrr1jfjnFWqtRFX+HLQArbwKG3GYeW/RX2r3GPiegTpZg/1czyenfS1xi0zgfw1v7e8k4762Oo42qeT/O2tgMZio+47uOkHFxCRGGptLQUkydPRkGBm8E9dRwDh0RERGYsVRqZwiELhKQjVQDE9jhiyind/hfrZREROBRRFsqT0p3ezjvkjNiLso5eR1Hx9kFhAIBMyIq542XrxdfOedVUUXzp/zjgwj3zY7TwNuDkNs/2CURWmrd8CUr5I3AYqMCFM6GQ8eiILxnuZsHMOPSkDLUjpaetbzdoU/N3y1us110scF+GUipis1IrSrw7j1RB6egE69vO3rve9AfePLf1mwFRCe63c+XULutSsLbBWUvGYT3r5a5eI74MpIhzEzj05jeh132sh32iVPOn1laYC1Rdcb7e0X1yV02iutx+EEHRjYxT82fy6iddt4sZh0TkQn5+Pu677z7s2+dLdYW6wVFdHvp/9t48TrKyvPv+VVVvM73Mvu8DCDMwqChIBIxDNHEBkZBBo0RIhCQ+ajZfX2M0TxIjBl+TJ5pFzeOGxOBC4CWAhiQ+QWVRAREVZBhgmH2Yfeme7umlqp4/Tt9T577u+5xzb6fqVPf1/Xz4DLV0VXfVOfc55/pdv9/FMAzDTE+0jsMmCoe2jhvGH9su8Gtub260FdMcatWosPfI5yeLInVEYs7FUQF23eVm33vW65zxywlryuRzLrgBOOsy4DmyPU4H4ZBGlb7xf0XzBmlR6DV/AbzyvdnfR8iueMHDn4ucK0lkff9nvl79e956K3D6a6JC6uHnge98rPHY8d1AvQ6UAsQOJv2+ruvf6GDCz04Kjtvubwi8zZwhJhg/GRUPu/qi4nYrSPyMDMja1pqF7nM8/3p9sTaLPIRDIVzY/D6uopQOH8djqN9Bh3C4+zRP+Mz4Gh0EDmx2//msGGod9boqHM5eKf9/32Jg6IXJ51eBPY8Ba17l/nuaYns8OnHI7X2EKO27bVHhcPR48rHIdj1w+m5rQP+i9DjKLEaPAft/DizeoJ5Tdc5srG9d5HiVFlXqsv4IMqNKHYQr1zXWdE0MNT+VkhZJOnJU/qxMz1uo+L79QbtjMs84ZBhGw9DQEP7iL/4Cd999N+r1OlatWoWFCxfikUceafWvlhvsOGQYhmEYga4DPO2C0YWkOSEAOw5bQdFmEzHNJ5Tj1OR1Pv/aycLLJN39wB/+HPjwvkacWrnS6HwXTAfhkDZOnPmG6DNZ8Qr5/jmrs0XDPLrigXSnkMn3/8XXyceAzl7g9Nc2CnYDS+XXHBvKR2wRuK5/toJjs5yHRXJAmn5GSTTDlZZE1ud45hvs53UC+W3Ltu46F+EiiVY7HpMoV4A3fwaZv9uCdcmP+Wx/ex6HJDD0LzHfZrJiqJMYPiQ35pQqwMCy2O2S6jpsRlypy/HIOSY2UAwvjSqtTSRHRtrEsLt8t+LYenCL3c/p2PIfwE9vi2Kj49QmGscI6jgcy3Clurh7O2eqa0CZCIcuzaSuc2RN18RQ81MpaSIdPW64pknsehT46tvMf9Y3qplhmAZTaJzBzp07cddddwEA3vKWt+COO+7A8uXLW/xb5QsLhwzDMAwj0MWSJF0ou8JRpcWiaLOJmOYSSgAxfZ39T8i3F50TdVLTTu8Zs+Xb00E4pN31la7o3zlr5Pupo0RHXl3xSUVZ0+9/D5n5teYSoKOrcbujW42yPZ5jXKnr+lfEhouiRU57R+UGnsNnisnneOvVkSi1/Pz014rHRAL5CYd5CxdpNCuq0YUd30fyOlgCrvoisGFT8s/7RPVRQW7ZyyL3cdb3ZBJDncTR7fLtgWVAhQRs0UaUnQ/bv48tuR2PdAQSpTu6gA7i1E5qfBQx7Hl8t74NGJT//kvgjuvVY3F1rHGMoIwNAbVa8mvarD+CvkWqe5Nuq82KKrVZE0PNT7WBiqGuaRLVUWDb98yff3ir2/swDBNRpGa+gJRKJVx66aW444478JGPfAR9fX3ZP9TmsHDIMAzDMAJtVGlox2GacNieJ1BtS1FnEzHNI5QA4ioS7Pi+XszQOQ7TClftTr2urr+iiDZnlXw/LQ7ryKsrPqko6/r964qNs5bJt/Oac+iz/hWt4aKIDkjvqNwmuNIoNp/jne8CXvl7mgcn53VefQtw4bvlh/ISDoVwsfS89Of5iFJptNLxmMZTd6c8WAcWnJnemGAb1RcvEv73X8qPdc6IXFbX3B5tGwvXy4/3zIruv+Z29+0+LaZUoAiHPww/y5yS2/FIQ0hRmroO0/bf7v7Gd0sFx6Uvdf9uQ88qzmLrfcCd/0O9P21shalwGqd/ieZ1qHAYIKqUzlGkuKyJIean2hCPMc0rTULHgaeb8z4MMxUpWjNfQM466yx85jOfwfr167OfPEVg4ZBhGIZhBLru6tAFBXYcFgef2UTM1CCUAOIjEujEjJ5ZkAqN9RowNgW2u6SoGp2QI2K7aPH3iIFwmFdXfFJR1vX7r9fUv32ACIfHd7m9dhau69+Jg8VruCiaAzJEcbNZrrQ4tp/jlnvl+866TI5dps7pPGN3u/uBc341/TlX/lM+YmwrHY9JjByNYhnjdM6Ub+97MkM4tNhnlSIh4We3RY+PD0fbxus/Lj8+Z3UjqtsVE+Fw0dlyJOTJY8DHluTrgGimSyukKE3nHNKZcZRyZXK/nyvff+U/uX+3ecwqzuL57zQSDwRZcaVpwqmO/kXqfUGiSskae/YV0e+0+hL1ub0Lgbf/q/2a6OKw9CH+NzXTvXviADeKMowLRWzmY7xg4ZBhGIZhBFrHYTOFQ49YKMaeos4mYppDKMdpCJGAihnlytSJKzWJqtGtfRUhHFLHoUFUKZBPV7yuKOvz/f/HB9WO21lkTkZejkPX9Q+Ak+D402/kVxwomgMyRHGzWa60OLaf43OkKDT/RbLY2dNE4RAAdj2S/viOh/J5X+E40rmI4qy4MB/HoyC+1n58lZyY0TkT2PBr8vP3PZG+vphGlboUCbtItFeIhqws4XB0EPja2/THm7wdEM1waYUUpWtVoE7W65vfaCawKukBnfrnZdFMdxmlTtZvk3n3ScKpDp0TkH5OIRyHPXOi3+m6e4A/egrSMf/EfuDINvv3cHFY+hCPKm2mexfgRlGGcaFozXyMNywcMgzDMIxAJxyaXCzawI7D4lDk2URM/oRynIbqgKZiBo0rHT7s/x7NxjSqRve3lZOiSneoRT0dobvik4qyvt8/7bhVHIc5CYeu69/MeXAq3N31nnyK8kWMnPYtbjbLlRbH5XMc3CPfnrNavk0dS3kKh/W6Oq9u3hny7ect5lvZ0jkzW2h70evyazzKcvyNDwM7yNzBfU8Cx3Ymv6ZpVKlLkZDGYOYtHLbaAWFzPFr5Svl2R0++syEpYlvSzXgzEVjpfkDde6a4HltXXggsXOf2ngIq2tlsnyZO3S3/rgqw1JHpck04QuYBxhvQBpYCy0ic87P/Zf8eQMNheeYb3H4+zqqL0h+P/03NnrHIjaIMY0/RmvkYb1g4ZBiGYRhA310LAOMjYd+HZxwWi1bPJkqKbmTyJ5TjNFQHNBUzdHMO2wmbQu0dZL8qdwKlyc+0f6k8+2diBBjan/3+oit+/lnpz1t9CbD6VenPSSvKhvj+4x23yozDnKJKAbf1z6dwl0dRvoiR0z6fUV5z+LII0QBBRf5mCofHdgGDexu3S2Xgot+Xn5OncLjzYWD4YON2pRt4xbvk5/z8znyO96Zr7UEys2v3j2Q3D2XCUDh0KRLS4+hoRhSkCWnCYasdEKYurbUbgTf+tXxf54xGDObqS9A43sTmifrMhowTQmBVHIeOwqHrsfVt3wD2b3Z7zySyokrjmOw3R7apAqwSVRrCcUjW4NNfK9/e8h/ua1K5AvRnzFDMYu1G4PJPpj+H/k3NmrHYM4sbRRnGliI28zHesHDIMAzDMEDyBVrIqNJaDRg9nvI4Ow6bTitmE5lENzL5E8pxGqwDmogZ7S4c2hRqtz8o345HdlU6VBeeaVxpdz+wVicKxgqu7/g34B13Rv8/c778tLmnZxdlQ33/ouN2gESV5uU4BNzXP5/CXeiifFEjp8+71v5nLvwf4QQAW0II4K10HO4kbrpF50QOvziHngVeeCKfRp2f3ynfPm2j2mi09/F8jvc2a22cNNEQMHMcuhYJO4iYNDHiJpQI6vV04bAIDgjh0rrqC+pjnb2NY02JOM86ZjRiMK+7J5oj+v7n5HmiPrMh44QQWENFlTqdo10yuR0FnoNnkz4zYbG+xAVYJao0wIxDugafQYTDrff5rUmuqTyLNjS293hjmA66TjVrxmLvgvzfg2GmGkVs5mO8YeGQYRiGYYDkAknIqNLxE0g9mWLhsPnYdIGHcIGYRjfyCXRzCOU4DdIBTcSMdhcObQu1cWgBTYkr3W7+Wi88Id9+w1+rBVdRlD3nV+XnnrvJrCgb4vsXHbfUcXh8j1k0qwuu659v4S5kUb5IkdPxppA7HLaJnlnhBABbfAXwUkUVvWnRemIkv65yGlO64hVA3wJg4Xr5/s9eFE64E9/3l94I/PCz8mMDy6JYXzrLD0Dw473PWpuGiXDoWiSsTkSu0Dg+n8PwIbnRr1RpNJwUyQFRrgBrflG9v3de41hDGxY7Z8i3O7qB3vn5rGG+AqsuvcXVcQi4naOFaIKg51+m22atZj+bUAiwVEDLw3E473TV2QjAeU1ydQr/0p82tves/Yz+TeK8ZUFGmoQv2rWbYZhUitrMx3jBwiHDMAzDAM1xHGZdiPl0WzPuiC7wvoX6xy/6/TAukFbP2GFUQjlOQ3RAUzFDEQ4z3CFFwqVQG4cWtmYT4fDINrPXqdeBfUQ4XPXK5IIrXQOG9pm9T5AO+MmO277FckF94mRUFM8Lsf6te5PmsQG941IU7pa/wu09QxflWx05DWTPmDPh4Jawv5MtPgL4rOWROzhOZ08U2RnnZErqgg/Ucbjigug70b5fAOEu/n1v16x1j34B+LuXZEcc+h7vfdfaNEyEQ9ciYc+Aek5lEwdJoc0kA8sa22PRHBA65238vahjjQqHeRFCYNVdx/gIhy7naCFSAOh8VNMmUtO5oJSHP6cKh6Edh7UqcNt12cKmzZo0RvaRV75XH6e76Bz5efFr6yyHpu7ct7t/8n0opahpJAR8Tc4w9hSpmY8JBguHDMMwDAOkOA5zFA67B8gT6lG3KtN80rpeJ8bCuEBaPWOHURECyJw16c/LcpyaOrfSoGJGOzsOfeelUcchFQ5No0qPbpfjoStdwPwXJT+/lwqHBrMUgTDfv+i4rXQA/Uvkh/KccwhEv//AUvX+zhnJjsvufuAX3+/4hoGL8q2InI5j2hRyisli6sV/JN/dauHQ5nOkTj4aUypoRlzp2AnghZ/J9y17efSdHM/Yd1yEO9Pv23TN9jneh5hNKaDRfCYiiE+RkJ4D+6wJaTGlRXNA6CJiRwcbznI6W72jJ5/fgxJCYNVtM1lRlGm4uuJ9miDWblTPE0xF7apjQ4xOsA0tHOZxDUIF1dMu1cfp0uNDfBtXrr3IvpoUqbz3J/LtN/xN9H7vuEt9DRMWv1i+7SoCM8x0pwjNfExQWDhkGIZhGCD5AmE8YFQpLYrMmK0+h+NKW0N1PLmgGaqbvwgzdhiV7n5g4Tr9Y0tflj3jLv4619wObPyQ/e+gEzPaWTj0jQqjjkPXqFIqJixclz5viToOTxwwex+g8f2//uPmPxMn3nFLZzrmOedQoIscG9qX7hBzFjQDF+WbHTlNsZ0xd9Xno2LqS6+R7z/0XGubh2w+x7PeKN9H91FBnsKhiAr94q/I8YiVzuh4m1ejjutMwTRcj/chYhkFtIHG1BXsWiSka0BewmHRHBA6IaQ20fi8qXDYLMdhCIGVurQqXUDJc/sUx9arb9G72XTnaK4pAOIY0U1iKk0jOSdcxaa66gS0dbzVqsAoFQ5j15l5XIPQz0XEe9I4XboNpzkOe8msad0xozqhnt+tuSR6P5f9fdVFwJv/kbwHC4cM40Srm/mY4LBwyDAMwzBAinA4or/fhVFSgKXCAMDCYatIE2X2PQEMH/Z7/SLN2GFU9vxYf//rbzKbcScoV4DlL5fv68oQSJLEjHYWDn2jwrIch0cchcPFG9Kf7xpVKihXgFWOf3e845bOOTzWBOGQRo4JDm9N/pljO93eK4+ivCgun/4a9bG+xeYNAC7YFmR/dHP07+xVcozf+HBzROI04kV6KvoB0T50ze3A4F75fmPHYaDI5XhUKN3Pq+PAD/5R/3NJ2Ah3ecwUdD3eh4hlFMxdK982FS5ci4R0hlhewiFQLAdEkngu/v5WRZWGEFjptZRPTGkcMYdY52bTnaNZpQBoBEi6bebtOERJPVe0vR6k15ilcuPvyOsahH4uSXMBO2fKt9Mch32L5dujx1VH+MGno5m58fedd3rjtu3+/orfUWO1WThkGDda3czHBIe/IYZhGIYBWhNV2qNzHPJMhZaQOkOsDmx/yO/1izZjh2lwfK9aBBe4uGPGSdFvybl2nfKCdhYOAb+oMEU4JEXgY7vMogWpoLAoQzhUokotHIeCrHk9OmjH7azl8uNZcYshSHJUHH4u+WdMI2MpeRXlyxW1+AcAKy+0awCwwacgW+kA5p4mP9bquFKgUaTXxfoO7Y8ep+J9M6NKraNhDdh2P/Czf81eV3KbKehxvLdda5PEHEU4NCyciyJhVtMELRI2y3EIFMsBkSgcTgo/rYoqBfwFVkU4THH4u0LdbElkORWv+gLwvi16AZI6Dk2FQ9dmv9UXA11EXLO9HqTbVfdAY1/L6xqEfi70cxOkCofknGnmXHnOM6D+bXsel28vPlc+vrvs73RbZeGQYdxxcYozhcUjcJxhGIZhphCtiCrtGYhmf8S7Sm3m7DDhSBUOERUK113m/vqnIqBsLtxznLHDNEhyGwJuRe4JTczY+iui/yZGo3Wguz+76NXuwqEo3JgU95e8FNgb+x5oVGnfokgQEt38tfFI7KUCG8XWcUhnfI2fiAS1pGKYDloE6+pLLzrqOm4HyN/VFMdhwrHuUIrj0EU4zLsorxNZ89x3fAqyHd3A/NOBA081Hjr0LHD6L4X8Dd3RFcGH9kXiIRUOZ6/Wv0YewmEeUaEAcPs7gR9/ZTKqMOHYG3KmoITH8d5mrV27Mdr2dj+qPjaXRJXaFM67+4GLfg/YTkXVUiSKXHADcNZlcnG/mcKhEDezBOdmOCCyHIdKVOlM9bl5Ybst0bVcF1XaSkQThO35l+KGzVk4vOAG9bynauk4TJtvmMc1SL2eHFVKSY0qJetM58zod48ft08ejQRFAT1vX/pS+bbL/k63VduoWIZhZFzX3zbkpptuwk033dTqXyM32HHIMAzDMEDyBUJtwmNmBYEWRbonhUP6fkzzyYoi3fod1UlmQ9Fm7DAN9jyW/JhLrF6aW8C0Ux7QCIeecbnNRhRuFiTMjxSs3Qi8+gPyfRWyLpbLaiE4K650+LAapbn4nPSf6exRhY4T+9N/hkLXiYXr7DtuaVRpM+Irk8RNG8fhspfrnydoRlH++B71vjyFQ9+5YNTVVwTHoSBJONrzY1WgbabjMI+oUMHW+6Jic1ITV8iZgnF8jvc2sWCbbga6evWPH9km37Z13Oz+kXx73eXpcZKhhMN6PVs4FO8nHBBLXiI/1tHTPAfESMJ5hViDleajJjoOfSPm8ooqDYHN+ZcSVWrYROoSVZrkePN1HMbX3jyuQSZOyrNlAfOo0rGUGYcdXWoiD91n9hLH4VKyPwP2jidFOGTHIcMEw2b9ZQoHOw4ZhmEYBki/QBg/EV3I+MLCYXGhjsNlL5OLYAeeAm5cFF1snn99VBCzjb07//ooDs2UPGfsMA12pwmHLlGlGsehLbUqsOP78n0nDgBfemO0Xbhsf62gux8445dlR5Vg9SUNF8pzpCNcV2ycswo49Ezj9tEdAC5Kfu99T8i3Z6/Sz2yj9C6Uv/ehA2qEXxohHKcDLZhxmFS0P5QgHE6MAoMvyPe97RuR4+jhz6nWNtpRAAAgAElEQVRr3UV/APzS/8x3u50YjfYTSlKhPgSiIGuztscLsopw+Iz6/FaR5J55+t+Beq1xu6tPdoPECS0c5hYVGmPrfcDmSbGL4vJ9m+B7vBdF8k9uUBsNxFq75heB264Dnv+u/jXuu1G+bVs43/mw+r5p61wo4XD4kOxgKlXUNVQgHBCLNwB/F3MpiXU6FOMnIyGwq08V/jIdh1RIadKMQ4HYljbfA/yfjwKHYs0MPbOAN/296h4VNCOqtBkoUaWG26binutNT66JC7D087S9HqTHuRlEfAt9DULF1EpX8rVyquOQbu+aBq74PlOdUNMkqONQYON44qhShmEYLew4ZBiGYRggQzgcSX7MBmX+RL//hSITBiocJs2823Y/cNu1wFeusi9yFWnGDhNRr+cQVaopgtgwOhhtX3e9V31s+wPu21+rOPi0et+802UXCl1/aWQXoDpIjmY4Dl8gwmFWTKmgj8w5tHUcUrHFxXFKI1gH9+QfY23rODy2C1LsWfdAJB6tvyL6bjdcLT+/qy9/sTtp3c475tdnLti8M+THiiQcJp0XPf0t+fac1UApwYUXSjisVYEn7wRueRPyiQolPPy55Md85rfqCHa8LwEnDsp3vfexaH8867JINLSJeLVJ26jVVMfh8vPTf4YKh6Zz5Cj0WDCwTHWtU6ij6eSx6G/wQWyjN18G3LgY+MRp0b83XxbdL9bwTOGQzFZ3aT7yRQguV5H9oFQB1r0peS0vWlSpK9SV6+o4nH+6ueMtz6hSwO4aBIjWwPh2S6HnoElOZkAjHMZnHNJzpm5V9IynfxzYLJ9nd/Wrs4J1ZJ1/0fvrNfvvgGEYZgrCwiHDMAzDAOmzDMaGkx+zQXEc9msuFHmmQkugUaW6uLs4WXFmOnwjoJjwHN2eHgHq5DgkwqFN0a9WzZ7JArhtf61i/8/V++g6RyO5dEXf2avk21lRpcp8w3PTny+gwuHQPrOfE6RF1Zoyc75ccK1NRHPl8iRphtPwIb1jTxcNGBePlpDPmzpA8yDJmTk2GC5yXIdPU8j80+XHB/cUpykgyXFI94mkmFIgjHAomiluuxbY+UP7n3dh2wPJf/+6yyeFAANo5DQl5PH++C5ZuOjoAeZMzi10mQtp47g5sBkYPS6/96KMaGjFcXhc/7wsTGJKKT2zIEXO1mvu7w/I2+i2+9EQt+tqw1micDj5/rT5qBXCoWDBmUAptm2OHE4/Jk4Vx2EX3TZNZxzSv7+70Uzz4X3A+59Lju/NM6oUML8GEWQ1SlKhn35mcWhUqSQcWjoOabPfkheHWT91Ije7DhmGYVg4ZBiGYRgA2VGlIdAKhzSqtA2EgKmIy/w4EWdmg4iAWvJizYOlaP5QM2bsMBFpMaWAo+PQI6rUprjrsv01m9EhtagLqOstFRJ1jsM5RDjUvW6cvT+Rb5s6DnupcKiJvkzD13EKREWwgaXyfXnOOayOp89m0rkO6fzIWSvk24vOlm/ve9Ltd7MhreHDZV6pKT5NIT2zgL7F8vMOPRv+d3TBtGhKRf04vsKhaTNFcOrJAm65Arzk7dkvsXYj8HuPR86iCnGzLD0v/Ew9ut3MXdvY1lzmQto0su0iMaVLX5od8U/nobkK5i7CYbkC9AzI97muEbYNP0nvI8SpEM0noeicobq50tZyk/SAdkBxHJoKh/T43y3/f5rjzXd0hSIczlafE5/7t8pw5mFSoxp1YdJ41zipUaUax2HajEPqbNbNN3ShXJFFcoCFQ4ZhGLBwyDAMwzARaRcHuToOecZhIaBRpaakxZklUa4kxN/UgRUXtsfsuqnCrkfl2zPInK4QMw5t5hPZFnddtr9mckATUwqohSKTeDOTqFIRFfelNwD7SXFzcK9ZY4av41BxizgWfQdIXOmxXW6vY0JWwf7QVvW+rGI9dRsdfi7csTSJNHE177hSUZB96TvUx3SxdHHmFzSuNMlxR0l1HGoiIW1wccpRLnyXww+V0gW9Z7+d/HPx73vG7MhZROekvu6vVMeRL3QeqXhP17mQac0ElJ2PyLezYkqBcDMOXYRDQCNOOK4Rtg0/SQ0Op6JKA8xJDgltAtGlCAimSlSpMuPQUDik+0xWLHkcej1om0CT5Tg89T6TMbQ2c1V1jWrUhZkaVWrpOKRRpSNHGjHAP/qS/FhtIlzTLd1eOQWIYRiGhUOGYRiGAZB+cZCb43CAZxwWBVfhMC3OLI3jCSJAlouK8Sc+h+gH/yg/No/EBoYQDk2FI5firuv21ywOPKW/3ymqdLV8+/hu+XXiUXHbH1R//pt/ZDYbUplxaOk4pFG1rm6RWcvk23k6DrPmN+kch1nF+r6FQO+Cxu16LXl7CEUrhUMgOp4PLJHvu+C39bF0cRThcEs+v58N9bq5cETdwHF8HYcuTrk4azcCv/wx82hRweqLk4v+J48DW+6V73vrrekxhKFEsjQOE4F/3qRTbGwITnMhbdw21HG44oLsn+kmjj/TOEiBOJY/cbt8/xN3pM9mE9AYWV0kswm22yidQykQ24RPakEe2LjHlWN5uzoOqRt2KFoTs9BFlZqiRJXaOg7J9pskHAp8G9XG6IzDkI5D8rv/9BuxGGDCDz8bbu63Ihyy45BhGIaFQ4ZhGIYBMqJKR5Ifs4Edh8XFVThMizNLYnQouXhK4/+YsChziAi0+OkUVUqFI8Oin1Nx12H7ayb7k4TDDMehLt5s5ly5MFWvNRw2oyeAW98aZjakElVqOVswRFQpAAwQ4TBpfl8IstwU1MkEaITDFepzmh1XmhZV2gzhEFBFASpE65j/Ivl2ERyHNgXTvGYcujrlBPFo2POvt/tZ6saJN5zctELeZzp6ovdKiyEMNc8vDRpVKhphuvogzfMzpV4zc/KMHFHF7uUmwqGHmBo/ltN9+9CW9NlsAupqcokqddlGk2bXnXIcBjqGhGLhevm2TVRpuzoOqQhWr5o1aSmOQ4u/33fmvUlUqSBEo5pVVGmK41D5zHrU330wh7nzOlg4ZBiGUWDhkGEYhmGA9AvCPKNKfTtMmTAMO8w4BJAZZ6YjzRWji19kwuAyK6uZjkOn4q7D9tdMEoXDMbl7n657umJjvaYWkz79CuCmlcBfLQW2GxbBsmZDBo8qdXSLUMdhnm7kLKeP1nFImhx08YA0rjR34bDFjkNAdajGXZdJzCtgVKmNkzktGtJHOHR1yq28UI2GXXd59gxKwdqNwFmXN25nNZxMnAS+9rZ0kaoZjkMlqnTScdjZEzkoXUjbDk5FQ79Rvr+jG9jx/ewiPhUaTD8T25mCSb9HiKhS121U+1pJUaUz1ec2E9oAcuDphLh9TJ2o0o4u9Xc3iSv1cRz6JtCYRpUCYRrVlKhSG8dhPKpUIxxSUd+EEHO/WThkGIZRYOGQYRiGYYAmRZWSDnN2HBaD6rh7939anFkSabPKaDGeCYfLrKyTx8ziqeIowpFh0c+luOuy/TWTJOEQkNdcxaVA1kVRuNdF/LqIu2mzIX2jShXHocP3U6sCR8nfuvnuyO1kEsFnS1bkGBUkJsZUB8BsTVxlsx2Haa7MZgmH1L0+c372z9Co0kPPRC7aVmJaMO1bnC6O0+L1xIi5KOnqlHvHXWpUaLkSuQ+zxMO4SxEIJ1LlLRxWx9XGIxFVCtg7Lk+9bsJ2EBdT6TzZiVEzx5+rC9N2pmCSmBAiqtR1G9WRGFXaYsfh7FVAZ2x+XXVU30wCaI7lbRpVCmjiSg32WR/HIf2s6lW7808b4TBEo1qwqFJyzlTpyo5ZTcJ37jf9Dlg4ZNqUUqmEWq3W6l+DMaRWq6FUCnQukQMsHDIMwzAMkH5xEMJxWNdECnb384zDIuDsNoQaZ2ZCquOQZxzmhsusrOqYfVQxfb5NzJhvnF6RGDmaHi8VX3PTokpdnKJZpM2GpA6x8WG72VtKzJyl41AU5B/8W/WxbfebFeRtoX/forMhFRVPHpXXyeO7IweooKtPLcKfep0Y+56wF+JNmRgDTqTEyhbZcTiwVN7mq2ORizYvodgEnQukpJnROD6c/jt29qium5OGApFTM8Ul6XGh19weuRF1Mw+7+4G3/6tcHA8lUinz/AILh0d3yOePXX1A36LGbRvHZRxdU10wMZV8JmOGc+R8Z7MJQkSV+rg5KYlRpS2ecVguAwvXyfclNYFMlahSQBXCsmYBAxoRzMZxqBFZbeJKbYTDEI1qNlGlXb3y7SzHYY/mfMIE37nf7DhkpgidnZ0YGxtj8bANqNVqGBsbQ2dncRttWDhkGIZhGCDDcRhAOBwfibpH47DjsBhQh4jphT6NMzMlzRXDMw7zwWdWlq2jTYkZsyj6+cTpFY0Dm9MfjxdklKjS2MWTi1M0k5TZkB3daoSdTVypj+MwVEHeFhrBNnM+MIvMLIy7Duk6NWsFoOuUnX+mLDaNHAEG9/r9rklkvW6rZhz2ZjgORweBf9mkn3uWl1BsAnXO1KrqOQwQucSyfkefuNLQzRTlSuRGvO4e4APb5WL96CBw5Hn5+aFEqrwdh0pM6Vp5nzR1XNJzUrodAOHEVCrM1CbU9ZMSYjabQHEcOq4Rrm5OyinhkFxzuMZdh4Q2gez/uf55UyWqFFCFMJeoUpvjv86daXNNaCMcAv5rqxJVSsTBOHQbnhgBhKChO2dyiSoF4D33WxEOLedMMkxB6O/vR61Ww+Bgk88dGWsGBwdRq9UwMDCQ/eQWwcIhwzAMwwAZjsMAkWE0gqljRnSRSDtMW+EsmO5Q4XDeafZxZjbo4hYFR3fm58iZzvjMIbIVDmnMmI3j0DVOr4ikxZQC6Y7DeAHNxSmaScZsSJ+4Up8Zh6EK8rbonAPz1sr3xaPpqDM6acZdZw8w/0XyfXnFlR5PcbcCzREOqxPACHGwpwmHrRKKTaAFcJ2wGSftd0wSDsdPRkIrdVjFybOZYsZsYOlL5Pt2fL/x/yFFKtdYTlNodGQ8pjT+O0iOSyEslqLbV9+iNk3ozo1DiakdXWqjVlLRX8xTvOVN8J7NJlBmHDo4DgG7bXTxucmPCSEm1JzckCju8SThcApHlZoIh0pUqYVwWNKcz2Wtu6fed1z9/bLEN9+1lb5fV8o5lc41K86VtY5Dx6hS37nfNFqWHYdMm9Lb24vu7m7s3bsXx44dY+dhAanVajh27Bj27t2L7u5uzJzZ4nnGKXRkP4VhGIZhpgFpFwe2UYU6dDGlgKa7m7sbmw4VDnvnR8W1zfcAP/iMXEgEgKu+AJx9pRoza0qa43BiJCqk9hnE201Vxk9GBYmuvnCzfU7Nc3EQD60dh55FP1Hc3XwP8B8fkt1dA8uB130MOOsy9+2vWWQJh/FiEV1/RUOFj1M0jazZkL0LgYNbGreHUiIwKT5RtS4F+fVX2P2MDnp86uoD5vYBW7/TuG9/zEFqKhwCUcH5QGxb2PcEcMZrnX/VRNIioIHmCIeKe71LjWOM4yIUh/i+TdA5zbJI+h1pEfjpbwHf/rPJfbuOSLi6OHLArLtcP5swS2B1baZYeSGw65HG7R0/AM57R/T/Tg0nkyIVXV9COg51x8hDz8rPmXe6/meF43L9FdEaPDoY/W7i9/33P5afT89JfcRU3Zrb3Q8Mx7a10UG1cWN00DOuOkFMoMKK6xohttG/WafOfYuzdiNwzq8Cd71X//gpx6HHMSQvFq6Xb+97Qv+8KRVVShx0wwbbB224sIkqLZWic5+4WFg1dBzS+OdyR/Z8bd+1lQqHaVGllY5oW4hvH+Mj0Wescxy6Coe+c7/p9kq/T4ZpE0qlElauXIkdO3Zgz549KJfL6OrqQrnIDafTCBFPWqvV0N3djZUrV/KMQ4ZhGIYpPKlRpTk4Dnsmi4k847D1UIfIzHmN4tpv3at2HS9/uZ9ok1Xgno5zDoWb4ObLgBsXA584Lfo31IwvnzlE1o5DWgRxKPqJ7e9l18r3n/XG6P6ii4aALBbpiK+5SVGlPk7RNLLiDGnh2iqqVNM9b0JId5MtinOgV43Le/BvG/vjke3yY7NJrGkc6lTZ/Vi6w8wVuq4OLJNvN0U4JDGlM+frI1wFoZxbeeBaMNX9jrQIfP9fRzGsp/btenosa3c/sOlL+vcTTrlrbndzmqz8Bfl2vFHoVMOJDQkila9wmHWMpMLhXI3jkNLRHTVKxQvt1HFD1xcfMVVH1ucSYsZtkphAo0pdZhwKju1OFg3LHY1tNG29HhuM4huVuPMCuBDoOn50OzB0UH3eVIkqrVXVbfGO67PPSRXHoeXfTx2apo5Duu32zEo/9giy5r5e9PvJa6tNVCmgNtGJcwzdOVOlE+jMeD0dvnO/ecYhM4Xo6OjAmjVrsHLlSgwMDKBSaYNrx2lCpVLBwMAAVq5ciTVr1qCjo9ievmL/dgzDMAzTLFKjSj1mHNaqkavge5+Q7x98Ibr4ZOFQJQ/HWRrUJTJznnx7YKnsPjq+B5iz2u296nXVcTh7pSwWHtsBLH+Z2+u3I4lugsli8rb7Gx3PPhFE518/Way2pJkzDim0W93FBdQqkmYgCeJ/Cy02Csehj1M0CZM4Q6+oUvr9G65hId1NttAC4FN3q7PegMb+SCP+0hyH1Kny1F3AjXcnO8xcoVGli86WxcRh0iCSB3Q7SYspDe3cCk3WrLkkdL+jjXtERJ5ec7u8XRzaKj+vbxHwBz/z/yxWvEK+fXhr5DDuW9hoOLE5biSJVNR5aiMcmhwjaYOCLqrUhKwZX05rckp8YJZwGGLGbZKYoESVWh7rxfn9I59P30ZqE8CLXhdtz1nnE2OD6nG+GefBWfTMij6vuED116dFYlN8HZ8KUaVif9v9qPpY1jmpj+MQcJ97bzvfUHrPmAv59huAn32j8VhXf/Lx2SaqFIgE8PjvKc6Vk+ZCz5ht17gbYu433V5ZOGz+NTkTlFKphN7eXvT2OgjxDDMJOw4ZhmEYBsiIKnUUDkcHo+75265VY33GhqL79/5Evn+6zjjM23GWBi0o64TDOFmztNI4eZRcCJfUwuV0chw2c8aXzTyXOLYuhJDziWgxOIS7LE/EfvyFX44id+Okzc6iXfWieOPjFNVhGmfYS6KCbaJKXR2HId1NttACoE40jEP3iSThcHQQePCTmgcyHGYuHCOzYxedI992nV9mA93m04RDH6HYZDagL85NCsRdVqvauz118zsPPi3fXrgujIDaO1+dw7njB43/P/96u9dLEqlcHYemx0h63DFxHOrIcty4rMlp8YFZn4vvjNs0McEnqjR+fm8iLIumgizhkK4hgH4+XDMRf6vuXIiu4+0eVep7TpokgpniOr7CRziMs3iDfHt/ykxi3WzkNBIdh2SbEedM9JwxjVBzv7MaJ6YLrbwmZximcLBwyDAMwzBA+sUBvTgywfTik7rdTGNpphJKAcYwviwU9DuYMVe+3R9QOKRuw75FaoHv6E5MG1xmfLki5rlkiYc04tDGcVivq40GPvOJaNHJ1QXUDOL78c4fqo/TomO8WJTmUrAt3CuU7OMM+xbJt5sx49C3IO8jJvmurbM0wqE4BtIZsZQQTQGA3nEYZ/SY+bwoVxThMGVWrZNQDOAb1zankOc82ykmZos1wcUxRiNPDxDhcP6Zbr+ejpUXyrefu6+xH9k0nKSJVK7CoYvjrmc2MHNu9vN0KIVzjYAcSkwF0j8X3xm3WWICjSodGzRbI1ziU8UxJOt8gsZilzuj+XCtwlZIo40z7SYc+p6TKlGllsKhElVq6jjURJW6QBMC0mZVW0eVksjdLMdh5t/gcG6XBUeVtv6anGGYwsHCIcMwDMMAGY7DkeTHknCNV5puUaXNdJwlYRJVGmdwr/t70Tlcs5ap88Gmk+Ow2TO+uvuBq7+sf0wUIM59i3y/jXBYHQfqNfk+L8chFQ4LWsRwKaRKUaVk3SvHimeuTlEAWHUR8Cd7gevusZsNqUSV2jgOPWZc2hbkX/7OMF3h1HFoQ8cMvbOumU0BgCocLjgTKJHv2zZ22BY64zBNOHR1025/AE0p5Lk6DoWY7Tubjs7vpMLhAuIS9IG6/n/0xcZ+9NTdwKabs9egLJGqxzGq1MVxN+80s/lmOkwcN6HEVEAt9sfnBLrOuF15oZmY0NXntka4nN+fEg4znM+0ScXn/CEEtus4nbXZblGlvuek3lGlrsIhdRxauPXiLCLC4cFnkpMu6ExPOg+eYjzjcPL4QWPfBSsuBN63BfjwPvtzuyxMGiemMkW4JmcYpnCwcMgwDMMwQPioUtd4pekmHDa7uKxDiSolnfpKVCkR/2ygcXoDy9SYv+kiHPrM+PLh4DPy7d6FwIf3NwoQNL7MRmzQFTqmg+PQpZCaGlUac1iYOkUpazcCb/s60OVQePWKKqVRtRbfv01BfvUlwGNfDtMV7uKqF8xeoRcpmtkUUB1XnTqzlquOItvITFvojEPahELxdtPG2HofcOtb/L7LOK5NCsJd5j2bjkSe0qjSBWd5vHaM0UHgsX/Wv7/Yj267LhIPL/5D9Wmmjheds65W0z9X4Oq4c53BDJjN+BJrMo14pZjEB6Y5Dl1due+4y0xMKJXc1giX8/sTho5Duob4nD+EwPZv3UeiLdvJcRjinFRxHFr+/XSbbXZUaf8SWXSsV+UZ73GUqNKsGYdUOExwHNYmonOXPT/Wv87OHwD//+/k4wac7lGlRbgmZximcLBwyDAMwzBA+gWIbSHOJ16pXbv3XGPymu0402HrOPSJKlUch8uBWcRxeGxnFHk51fGZ8eUDnTe6eIMs0NGCi41wSLf/jhnuzg9A7Vb3LZTkNRvNpZAqRZVS4ZAUb7r7o8L81bdEhfp4MblnVux2oOgqXVSp6T6p2wZMMRVJ17waQClcVziNHLNhaJ/qbmx2U8DgXkhrSefMqPjZdOHQwnEI+LlpdWx/EPjYsjDxpS5Oi7i7zHc2XTzydPwkcGSb/HCIqFLhrtj5g/Tnbb0vEg8XrJPvP/015o4XxY1TJ/OONbg67nb+0P37V5pVEraD7v7JtZhiuQbTzyV+fHeKb77ELh5SaRTKcAS6nt8fn0yqoOcTJVKOK5Lj0OVvpQ0c7eQ4dD0n/ek3Gvuar+NQiSptsnBYKqlxpft+rj5vYkw9H3WJKq3X1WPNv72ndY43k8aJqUwRrskZhikcLQxMZxiGYZgCEdJx6FrsAdrLcVirRt2Jj3x+srhQR1Q0ujhyUqy7PL2Y5lNctp0bkobiOMwSDj2iSumMw4Fl0X+lciPicmwoKnC7zihqF065CWz2lZL/HBPaEU9nofkIh9RxaOM20xHCcei7n2bhWkiNr6tUOKRxXUD0O66/IvpvYjQqMHf3R58Rve0LFXwmRqL90mTbS5rXY4oQSTffA/z3R+Vu/5nzgMv+NvpO//U3zV5PdIWvvyL5OTRyzIaTxyJXlnAXdff7NQW4fH+0mWNgqbubyAdFONREuMYRQrFPpKfCpFNu2/3yd2ILFYz6FqmiQJy4u8x3Nh0gz+889KwcAT1jbvZna4Ktu2L2Kvk+m+J8uRId8+KxwGLNSsLpGIko2YDuk6bYOG4ObJZvv/F/AS+9xm4f7s6IcD3/+klHtSFp8xR10EjHrDXC9fxeNI3R84n+JXJDGY3FbqVw6HMtI2gnx6Hr/nbXe4Anbo/2NW/HIRWuXKNKHYVDIIor3fFQ4/Z+jXBI481LlWx3rC6qVNeYYLq/m5zb2DKdZxwW5ZqcYZjCwY5DhmEYhgHSiyNjlsKha7xS1u9RJEIMT2+V4yzOxKhaNKeCXb9mxqFrl6tuxmFHV1Q8ijMd4kqd3AQX+1+gKsLhOfJtL8chEQ5t3GY6TN0fSZjsp1++XI1Hs8G1uBj/XNOiSnV0dEfCgfh86G1fOrrUgrJJXGl1PIr2iuNS+BUi6cYPyfcv3hDd/+gX7V4vqyvcx3EoiDsAnI6BHk0BdF0VzR6tjirNchwCspuWNqkMLIfzuQTg58qgBdPTX6Nx/Ca4y0IIDnEBSIkpPdPPyS2wdVc8/135dtZML0paLKcO1zmYApfv39RxU6+rx9IVF7g1SsSha1HIeYo6lDUiw3Hoen4vjnf0fGLWcvn2UIGiSn2uZQTtJBz67G9iX/OZcQwAZXLuY9pMSrdbH+GQOg5NhMPuvuw1uZM4EsdH/OP3Qzve6PrVLtfkISjCNTnDMIWEhUOGYRiGAbIdhzbRkT4Xn+3gOAw1PL3ZxWUd1G3Y0aPG6cycJxc/6lV3oUWZcThZNJqucw5tZ3zZugko9boaVRrScUiFQ2/HIfl5G+HQdD/d/iDwidPd4w1di4ulmMsxK6q0FejiSrOg3z9gH1UWh0Z/jQ3nEwNKi4CuCAdAs5sCFCf35LpKm0DyFg6HLR2HAiEU0/VwzSXwFuBc5xDR7aWjJ/odr7sH+PA+4P3PRf/qojp9BQcqAB0gwmHWbD0TXPajI8/Lt23PRWyFQ8B/Dqbt96/EYyesG4MvyLGepQow7wz730/5TI7Lt03jm03mKeqwjSp1Pb8fPhSdf2QJh4rjkJyPNhOXv5UKse0UVQr47W9b71OvKayjSqlw6BhVSr8HG+g5sS6qlAr8XQZrIW2iGjvhP7M8xNzzOHR7DfnaRacI1+QMwxQSFg4ZhmEYBsiII6nbd0W6Xny2w4zDUMPTW+U4izOiiSmlXbPlsuoIpA4Xk9lx9boaqTdr2eS/mjmH04G83QSU47vlAku5Qy1CU6eZVVSpx3w7HT5RpTb7KWDuFKa4FlLjzjyTqNJm07dQvk0LujpokanSbV/IjkOFw/Hh8F3hullFPggHQDObAnRRpUBzHYcTY+paMdMyTpM6FEeOwtvxA7i5MnTC4an/z3D4+jRPzV4NXP5JeZukwuGCs9xeO04IV6S3cHhc/7w4IeZg2nz/plGl1IU07zS3RpnulBmHp54z6cr9pT9TH/OdaWsbVQq4nd8P7Y+EEtocOLBMfV4c3+YjX2z/VuqaLkITkLalBS0AACAASURBVA2++xu9pmjHqFK6vh7fpb4+bTbKmm8IaKJKR9xm6UoEdrxN56jSIlyTMwxTSFg4ZBiGYRggO47ENq7U9eKzHRyHIYenN9txRhk+JN9Omiuom3NYq0YOrZsvA25cDHzitOjfJOfWiYPyRXK5o+Fqmq6OQ+EmWH1J+vNc3QQUGq02/0VqYUfnODR1HId2HCruD4sihu1+KnCJt3MppMbXXNuo0mZAhUMTx2HoGZfUbTJ2InxXuG5W0ZpXW75+DOEAaGZTQBGiSumxpGOGWTE1Ti/Z5kYO+0VVClxcGb6zulybp45uAz71YvlYqkSVBnAchohhbIbjUBwjl7zU7r3i2Hz/po6b/U/Jtxeus/+9APPPpFwBlp0n37f4XL3j1QbbqFLA7fz+xH5VfOnqU9+fpln4Nh/5YruOd5Pzp3YTDk0drknomodsoPuf6TVhSOFwxuyGa19A93ddVGkW9HxmfCSAoy+w402Jap5GUaVA66/JGYYpJCwcMgzDMAyQXZAfP2H3eqYXn7OIYFR04TB0TF6zHWcURTicp38eFQ4Pb7Wf8XicxJT2L2kUu2YTx+HRaeI4BKKL/tf+pf6xGXP83ASUrJhSAOgekG/XxvURlDqoI9A3ZszVceiyn8axjbdzKaTGhYkiOg6piBMXDpMcxmkuLRd0jsPQXeG6AuBv3BHtdyteYfc+AE45APKOGIyjCIeTLp5mCofKfMP59nP4qOPwxAH/qEoATq6MCXJOZFsA93bKxY6l+zfLD80/0+N1J3HZj6iDtBnCofi5s95g914SFt+/6YwvRThcr39eFvR4mxabPEbOw+nPumAbVQq4iUsjR9Q1omeWuk2MkyZFlxm5IbFdx5UmoAIcy20RDtc3/YP/a1k7DokA7hpV6iMcAsAisj/TpjslqtREOKSOw2H/mZChHW/T2XEItP6anGGYQsLCIcMwDMMA2RcHto5DoHHxed516mMiXmnDr8n3m14ktorQMXmiKEGjQCmhHGcUKhzOSHAc0t/v4c/Zz3hU5nDFIqqmq+NQcHSb/v7uAT83AYUWP3TCYUeXKviZxpVSgdFXOFKEQ8MiRogYPpt4O5dCanzNpQ0TRXAp9BERZ2hftsM49PevOA4nj0Mhu8J1s4rEzL133AUvd6M4Bl59izzTEgCWn+/fFCBc3y/8TL7/uzdF99PiKY2RC4lOOLRF2eYOhImqdHFl+DoOTdcEo1lcsbWsq0+dC+eK7X7Uv1i+bVIsj0OFLhsxd8f37d5LwuL7Vxw3CcccGlXqLBxaiKl0rTJxOWXhElUKNNY2nat49SXApi+rbsFDz5L31giHlFZHlQLyOk6b6+adIa/jdHspwrHchXIF2LAJ3q5k24YLJaq0RcIh3Z93PyY3SilRpYEch0nXYEmEdryZRjVPVcRxO6spI69rcoZhCgnv6QzDMAwDZF8c0C5gU8oVYAa5gHvF7zbilZRYmoLPOMxjeHp3f3KRddXFYR1nlGHNjEMddA7NMUNhL+7coq6YWXHhcJX82NHt6fMSpxqHt+rvP7rD3O1ngiIcnqN/ni6u1ITQUaWujsMQMXy28YaiuLhhk/rY6kuAF71evi8ugirFxgK4FESMsGDzN7Mdxsp8I1/HIRUOh6LY3JBd4WmzikK4G4UISZsvLvukX1PA6GDD9U23nz0/ju5/6O/l+5sZVUrdgybQnxkbjP42n+g8wM2V4Ru5B8iCw+pL0FiTStHtX3iP/Xcy/wx7J2cStvsRFYJsHW+ujsPqBLDjh3bvFcfm+1cK55pjQK0GHCAuUFfhkAoOaZ+Jy1y1LFyiSgXVcdUF+f9ujc7vz36z2gjgIhy2OqpUINbx0y6V77/wXfI6Tq+l2lU4BPxmtQps112XqNKJUTUm3Vc4pHMOH/+K3ChF91OjqFIDx2Hv/NY63kzWv+lAUs1j5vx8r8kZhikkLBwyDMMwDKAWHmkxw1U4BIAj2+Xbc09r/H+ZzPIqelRpHsPTx0eAfT/XP/b228I6zijGwmGGIzIN4dw6RqJK42IkdTKMHgduXJQ8L3GqkSQcoq4W21wZPwkcfEa+T+c4BNyFQyV2ybPoR4WnejUqImcRouDlEm9YrqgC0St/Lyqk0hlYqVGlBZhxSKNKhw+mP3/rfcB//Zl8n/eMQ1oYr0fbWMgY0KwCYCh3oyKaHLd73Ti1auTmznJ9v/BT+XYzo0pprKUJnTMixyd9XSHArbjQ7XdzcWXQcyLXODghOFx3D/DhfcD7n4v+ve4eYO9P7F+PFrR9sN2PXOZ6Sc933Ade+Ikcl2/bkGDz/StzdTVNdUe3yefElW5g7hq730lAP5OxoUiY1OHicsrCJapUMPSC+vvEzyHpMYSef/TMNnAcFkQ4FNDtgzYYFLEJyAffqGjbddPlmpCen1a6/bab0UHgkS9oHog1Sv3ws/JDTlGlI/qo0mZFnOuY7lGlALD9+8nb3cCSfK/JGTeSxicwTCBYOGQYhmEYQL04oMKBS1Sp4CgRDufE3GXKPIuCC4dA+OHpL/wsEkR0pM27CYHxjMNl+vtNEM4txXE4Gbc2Ogh87e0JP5swL3Gqcfj55McObgnzHgeflrezGXOSI3KL4jjUuXxMO6C9Z6NNOoVtL0ip6064qNJmZylRpS0uNtaqwP4ns59H2fu4fNs7qrZLjS4TxyIhJunWptmrzLvCs4rxodyNPR4xjZSn7s4WDXXkKhwSYdklqlT3c0KQLFfcinXx78RmX1YchwGcQx3d0d/X0e0+h7U6FraRJu6KpDF588+U9yNFZG/SjMPtD8m3V70yP1eOSVQpnW+44Ez3QrJOcEg671OiSgM4XnzmoA7uk2/TBrA+KhyScxmjqNKCCYfKcTxLOGxjxyFgd/xb/Sr1PuuoUiIcmkRlhowpFU05ux9Jfx5t9jNx/5pElXZ0ZzvV83S8TfeoUgB4/rvJjx1+Pkq9YFqPiOpPG5/AMIEoQDsvwzAMwxQAenHQM1sWesZJHJENdF5dfJ4dLQq3g3AoLqRNCrcmRavdjyU/NjYEYGHy474owmHCfI2BpR5vMunc0s04NHXOiHmJ19w+NTs9U4XDZ5Ifs0EXU5oUeRfKcUgLJbaUy9EaEZ99OjFqVqSx2U91LDgzEqy3PYAomrMUuRjPvz567aTtcJgUXsU+RQvSEymOw1YWG0cHzfZJE3yFQyCKK41vf+MnAEw2OJQrQEnTB7r64qgr3ISsYrxwZWV9JlkOABrreNLDcfjI591+buRo5GbydSmMn4yOTV19jeaAEDMOgUhoPxJbD+OC5PE98nOXngfsSTl+rt0IbLoZeOqu6DOz2ZdDOQ6TcJ3D+sTtUVLAW/45XOFYuCI3fxP46dcb959/vbwfjRGhz3rGYSjh8CLgFb/jv0/qoGuvLq461HxDIPrduvpksXB0UG00ANRY0BBRpcqMQw/HYV+GcHjoOfLes7LjbosuHCqOwwIdy0Ngc/x7098Dn4zF35fKQMWy3KpElTZZOHRtyjFZi02iSsU5k1iT118RbWOjg9F7hD4OUUxnvE5l0oTDsaHoXIeubUxzSbxOmXQFb7u/cfznSFkmAOw4ZBiGYRhAM6CddCG7Og5Hh1RxShIOaXdpGwiHpvFea15tVrTa8+Pkx2hROzSmwmHfInjNjNv6HfXv/N4ngP/6n+YX6fF5iVOJsWFgcE/y476OQ9GV+d8fle8/9FxyV6YiHBoWE6njMIRwlFWoS8J0P03iwOb0eX5JRW/qOBQuHiUCL2XGYauiSk2FfFNCFH1pXCk9FuncOWlCPEUpxmvEkBAOAMVxaCjGU1ydagCiJg7H983q7lYchw4zDgG1IDe0P/q3XgcGiVCx6ebos6f7y7KXR/dvuhm47brs2Zy6fVkp6AYu2PrMYRWNNKE76qmIE99W6proZmvHoYPrtlbTC4d5uXLSnOEC6jikMdS2mAqqvsKtDhpVOjFi7q6n+2M/mYtLo0ppA2LPrOy/oSgzDgWZwuEUiyoF5H2NukrnrG7sa1QkdZkLqzSTGqxx9PzURzh0bcoxiio1dBxS4k71vJnuUaXDh6MUoDjdZHtKHC3BNAXbhmN2HjIBYMchwzAMw9SqalQmLSa4zjikMaW9C+Qu6XabcSgQF9L3fqAxw49y+SfNilZpjgla1A6N6YzDSmckHtIOcxN6ZgO3v1O9f+/jarRhFg9/ztxJ1C4c2Zb+uI9wmOYeG9wTFc51XZnBHIcBin4d3bI4RN8jDbGf/v3LZBeTL2kOWGWfEsJhSkGmKFGlrt32SYQodHWRYhtdE3VrZNY+Jf18xoxDga8DIJTj0NWpJhg5ojYGZWHS3U3/PpcZh0ByVOnJY5GoEWdgaRR9Pme1PAv29R8Hlr40EgVd3ewTVAAIXLQVc1i33e/286KRJuTxkIrbktN3BKiT2Xt5RpXWqtF69OCniDBQiuYl16r5uHJMHDeKez9hVrAp3f3A4N7G7aTPRXFHBxAOO2dEDT7x4+rJo0Dn4uSfESjCIYk+z3LlGEWVBmg+CknmjMMp5jgUiH1t58PA9/+hcf+5b2msQTS2tcPhb6fnUyZRmdQl6yoc+jTlGEWV6hyH9DNr8fauCOPTTDh89v/It+euBeasAZ6L3X94K7DScd4y44/NdUoe50nMtIQdhwzDMAyjuzCj8UWuwuERIhzOXiXfbscZh4JyBehPifDc8f3s1zh5PD2KMu8Zh9QdlSQcAtFQeBdM3WomiHmJUwnavUq79A8+G7kubPHpynSecUjWiRBFkKxCXRaus9GySHLAJjkOaRFNchySNZh23TcL1277JEK4RZQu/ZhQODGmL+wP7jF3zdBivEkB0MUBoDgOHYVDH6caYD/n0HQdoX+Pc1QpWf+EcBgXVoCoCUmIPHQ23/Bht+JSnBBF8Cx857AmNS25oqz7se+UilkdPfYNDqbC4ehgJPredq2msaoO3HG96hQN5cpJavAQjtsvvSFyo8c5usPP1UA/F9rMcOp+A3e0C65xpUNkxmEfdRxmuI57ZkViSinl+Owbdx6a6TbjkKITvwQhRLAQUaW08dUUn6YcExGfnltohcMmuArTmI5RpfE0hTvIMXn2SmDuGvk+dhy2FtvrlNDnScy0hIVDhmEYhtFdGNAip2tUKXUczqHCYZs6DgW0cBJn+4PZP7/3caReqOYpHIo5VXFoATbOwLL8fhdjNHFp7Q69CF3zKlksmxgBju+yf12fwrmzcJiT4zAOLdSZQLeZ191E4u0coRek9boqzMxMiCqNd3LT4lgrHIdeEZgJBHEckoJc/FiUNnuXztZNgq6BXTnNQ6HigKvjUDjVXLEVDl1dqK5RpfTnkoTDuLuJNrwMH/IvLtGCbmjHIdCYw+pK6EYaJUo0RTh0mRukCIeafaDVMWQ64TAuZOrO6775R+nx1VnQNS4xqpSuVYGEQyq0mK4RafskYOY4LJXSt6VWO7AoiiOLnPNMxajSOIpwGPv7Q6yZtGnKZHxFqBmHPk05JucNymc3kn8kti3K+mcg3LYz8bVd5/7f+p3ovzgsHLYOl+uUqdhwzDQdFg4ZhmEYRhetk+bysIEWb+PzDQFNd2mbCYc0qinONgPhcHdKTCmQ74xD6ozqmKHGAsahRSF6m0K72IOQUWRqR2iE5vwzgHmny/cdcIgr9SmcO0eV5jHjkLyGywUgLcSufzNw3T3An+wBVnmIMPSCdPS4uoaJ/SCpk7teL0ZUqW8Epo4QwjFdk+LHorT10TSaNo/4Px10To5PA4SPU83UTSRwdaE6Ow4TokrTYhHpbN6hff7FJSoA5FHQ9Z3DGrqRJm3dDzFfz8Rx6OsU9YUWzidG8xcybZyY0s+FEg5JdLFpSsQgaZzLmnGovO/ksTHtnC7EMSQkaVGOtaoa5zvVHIc0RSA+1zpIVKlDM2ko4dCnKcc5qpQKhy0WyqfTjEPTJpV4DDrAwmErcbpOmYINx0zTYeGQYRiGYXTROspcqbyiStvccZgmHB55Hji+p3F7/CRw4qDcobvr0fTXz3PG4fAh+XZaTCkQzZOKkxRf27sQuOrz5mKTDasvbn1HbmjoRejctZF4GMd2zqFvV2Ywx2GAmDFafLIVDqsT6rYqCpXP/Cew3cdlRy5I6XzD7llAZXKNS3JO6jq6WxFV6huBCaiNISGKYHQbih+L0tZH0zmHIQQRE0JFlQJ2TjUaH2jjOHR1oXb1uhf8qUtpaFI4jB9LAaA/NoNNEQ5fgHdxSXHP5CQAiDmsV7kItIEbaZQZh6Edh3QfGIwaJ+K0OoaMrtODe/MXMpXPJaEhQokqNRArTHCOKiXnv31kLmKfQVQp0F7CoZIcEDvn0YksU004TI0qDTAXtkKvCR2iSl2FQ8C9KcdExKfnMvWaJgK61Y7DaRRV6pqmcGiretximoPTdcoUbDhmmg4LhwzDMAyji9bp1MxicCEzqrSNZxwCauGEFgk2/zvw09ui2Qk3LgY+cRpw4yLgH18B/OOFwOa75edTF1+eUaVU5KDFVwqNKk0Sk1b9wmRRO4cLqwtuCP+arYYKh3PWAPNfJN9nKxz6dmWGchx2FsBxqOxDpUbB1XumH7kgVWaGxpwcSRFQusJYKxyHvhGYazcCZ/yKfF8I4ZAWx+PF8xDCYdMchymijC3CqZYVH712I3DmG+T7bIRDVxdqWuR1FolRpeRYG29koe83egLexaVmOA4F5QqwYdNkfLIFoRtpqIAUX/eV/YRszyZQUb42IQsvRYgho2vv8b365yXhImSaOg7zilV2iSqdGFObz/qJcNg9kC4emQiHIebkhoQe06RZxVRkKeUzX7mVKGk0oR2HVLgyEQ6J0O0jHLrGR5s0HFW6gBIpP9N9reWOQ9rgNoWFQ9fz/9Fj9pHvTBhcrlOmYsMx03RYOGQYhmEYXVSpEg/nIBzW61PbcVivq1FNp/2SfPtbfxQNW992P6QC7IHNwIGn1NekM2NyFQ5tHYcZ0aSC8ZNh3EuUtRuBsy4P+5rNhrpOJ0aBY2R+4dy1GuHwGbv38e3KDOU4DFH0UwQ3yyKx4pQZiOYqhZjpRy9IaTEhLmjoIvAAtTBTKreu2OjSbb9wPXD1LZFrqk5i+kIIx2mx2Wnro7HjkLp4cupMDuk4BKJ9lbrAAQClSIAS3wl1HNKGkTRc1/Gs2WZpUOFw+GAUKabMU4s7Dsmx6+RR/+JSsxyHcWz3v9CNNFYzDh0E9o4utTAef90ixJDR75k6krNwETLpZ5m0NtC1qpVRpXS+d+dMVQAsldT1J46R47CNZhwq11Kd0WcwlcjdcUjHVxhE/4Z0HJrGR1MB0EQ4LJXU8xlFOGTHYVPwPf/nuNLW0erzJGZawsIhwzAMw+iiStPi4UwZOUKKLiVg1nL5ObS71GU+TKsYPa46rEyL1aYUKqo0w90imBjxdy9R1m6MLubLbXjqVqsCT95JXKeLo9uPflGeidM9K3J++kaV+nZlpjlP0hhvhuPwpP55SSRF7IWY6UcvSIdJEWhminAoioxV0izRiphSgUu3/SXvA9ZfERXcFOE4hOMw76jSNnQcAtG6su/n8n2/eS/w4X3R/E7xnVBRwKZT3nUdz5ptlkbPbLmhqF6LfmdFOIzPOCTHruHD/sUlxXHYBAHDZv/Lo5HGZsaha/RXmruuCDFkLmKHhIOQaeI4rNU0jsO8okoN1ggqHPYt0otkaXGlYk1ME12KFlWaNuNQdy011UhzHCrz+hz2JSWFxiWq1HO+uoiPvvoW9dgy73Tg176kzrI0PW+g23PhHIfTZMah7/n/oeeC/SqMJa0+T2KmJW1YfWIYhmGYwGijSgM4DmlM6cBS9UKSOg5NYmmKAnUbljv1LkIfkmbd+CCErIf+Tr5/+4PR/UniLY1RTUKIB7aF27OvVO+LO2facUbB6CDwlauA264lrtN6dPveP5afP3dNVHyjwuGJ/fbROD6Fc51waDLTgwrpIRyHSqHO13E4uR35umJ1F6Q0qjTuOEyacUgLY62IKRWYdtvHkebC5SEckoLcuIVwaLLN0jU2VDGeojgOPWfAHt4quy87ZgArLlC3Mx/hEHBzofZmNKGkUS7r40ppVKkkHJKo0pHD/sWlEEVwW0z3v7waaeg2OnGysd7SddR1FqgiksUE9CLEkHmvvw5CJn2+zkk9rlnrQs1jVdYIA8dhmpAfJ6mJoHugIRK1VVSpxYzDVh7L84I2g8XP+ULEOztFlQYWDoFo21x/BXDOVfL951wFnHYpebLGSZiEIhySfa3ljsOEBrephu/5PzsOW4c4T6LJPJR2bjhmCgdvRQzDMAxjElXq4nzLiikF2nvGIZ1vaNIZa0voqNK4kHV0h/zY4N7o/q9cpe9475ppdkEuCgm2hduXkwL1orNl50y7UasCX/8NYOt95j8zd030b1cvMGuF/NjBZ+3e36dwTgvItXHVTaiDOs6COA5DC4eTxVYfV2zSBWna3FBaRDwVVVog4RCQu+1XX4JGcWUyAnPNL8rPjx8bqNgSwi2iuN/jUaUpzp7xYWBof/br09cIVYynKDGQg2bCZhIv/FS+vWi9fp30FQ5dXKhU+LOld758e/CFDOGQOg4P+Ylw9Xrr3ENZ+1+ejTQdPerfKZyxSQ0YtmS561odQ0b/flsHoouQqVsbKPQcvGNGuPMiOuPQJKpU2R8TIkmTHIfxc8m0eZlFiypNmwGnu5aaaihRpXHHYYB4ZyWqNOW6SjRB0mvNf39/ehOkDTQO/PgejfO3zzySNjOqtNWOw2kSVeqbisPCYWvp7geWnqd/rH9JezccM4WEhUOGYRiG0ToOiesihONwjk44bOMZh9RxmAe+c7DimApZW++LnkcvumtVszgeIR7ZFm7pBatPUb0IPHW3nWgIRPMNBdR1uO9Ju9fyKZzr1gCTuFLqOAwhHClRpbbCIdmH4heSLm6ql12XfEGa5jhUCo7j8r+CVkaVnvodJrvtr7snir58/3ONCMyF6+XnpgmHIbrn05pYshpaTOJKqeMwr0IDfd16zS+Kei8RDhefq3+er3Do4kKdOT/7OWlQ4fHAZnl+ZrlDFgtnEMfh8OHo+CFEOJ0bZGBpcnFJVyxtphMkbf/Ls5GmVEqecxhqP8kSydZdDqwyLOjmEUNGv2fbQr6LkEmbFXTCofL5B2xwCBJVulj/vCTHYTwWN3XGoaGTq1lYOQ6nonCYElVK50+HcBwmiX/xJkgqLu7+UXoTpA39OuHQY9ao4jgk54yt3mbod1abiGKSpyIu5/8CFg5bz+5H9fcvP799G46ZwsLCIcMwDMPQiz2d49DEbUQxchxS4bCNZhxSx2Ee+M7BimMjZG29D9h8T+O2uEg/tiv7Z+OFFFG4pWIDoLon2llE1vHI5+1/RgiHtSpQIhc99/x+NBfRppNafP4LzlQfy3KvpM27SkKZcRdAOFSikwJFlQJubqquvuQLUhvHYRGjSnV0dEcOMFFQokWyuGMvj+8/rYnFVzicGFU//7wch7oIcJ/GkBd+Jt9evEH/PF/hEGisIxf9vtnzvR2HRGygImnfYrnRgf6NtfHGfl8d1zc+LXt5cnFJ15zQqoIu3f/yhrrNhfusWY7DcgU4RxNbTskrhoyuv6VS/vOU0uJbBXk6o52iSqnjMEE47DMRDpP+llLrhRSK1YzDgh3LQ6A4DmNr6wT9+wPMONRFZfo2QdpAHYeDezXx5jbCITkHaMUs3TR0+9tUdR3anP8vP1++zcJhaxk+DBxKSOExSRphGEtYOGQYhmGmLuMngRMH1WIuRRevkxYPZwp1HM5eqT5HiaVpI7GIFk7ygDq4fLAVsh7+XPSvbeQmFZnLFXVu2K9/XXVPtHNsLWX8JLDtAfufm7WiIdI++1/q49vut++kLldUAeftt2e7V2yFw3pdLdAHiSr1dRymFLxd3FQHn0l+THEcxgqyyozDJMchEdCLBt2XW+o4zIhyPvJ8+uO0AFjuyFegoW4r18aQel2NKl3yYv1zdcKhi5u7XAEWnWP2XBo1agv9efq3DpB5apUOjWtqcl88kVBEOr47+f11ziHTKLp2R1n3J7dRKlzlJRwCwNP3JvxwE+JadTO+8p47qXwmmnWNnoMHFQ5DRJUmOQ6TokoNHIedM4q33ynnI3HH4XSIKrVxHOYUVerTBGmLElW6WyPiW8xFzkrhaLVwqDv/nKrCoU0qy1tvle8bOezWhMWEYVeC2xBQ3fAMEwAWDhmGYZiphZj5cPNlwI2LgU+cFv2b5lTSFcmUi0OXqFIyQ08bVUrFojYaxN4M4XDM4XPX4SJkbXsgEmlsIzd1xXwqXlNXA1Bcx6GpAB9nbAiAQ3F+xtx8Oqnp/ksLhTpshcPqGJS/OYTjjBafqDiVhSIckm0va6bYq/9Efn5SlyugOg7jog3tvp9IchwWvNioxOrF9vc8ZhzSolya45CKZFmOQ59ZRS7Qdc/VcTi0DzhxoHG7VNa7ugF1P65X3ePbTBuIfIVD6lI6sFm+rRMpZtK40kPRv0nd58dShENlVlcTY0pbTWJUaSDHW5a77vhe9fh37T3Ni2vVOdzFMeK1H1GfH0LINBFTmx1VmtVcQBM3+pJmHCbcbyocFo20BISizSvOA/qdTJxsRFnSddNFBDOJKnVtgnShnzSpnDwGDB2Q77PZ7zOFwxYfa0oal6/O9TlVEGu77ngWX9v7FqqxtYczGtOY/Nj1cPJj7DhkcqDgLb0MwzAMY8HoYILoUI+cStvub3RFxy90dMIhdXlMnIwu4EyLNfW6KhwaRZUWRCwyoRldbT4zsKTXcRGy6tE2ZXuRrhN2FCea5uJZEZFbOFejVo0E00c+Pym41hEJSRdHczHWXZ6+L3T1Rc+3/cx//BW7Tuon7wA2bMp+Lt2OTOYG2QqHSpxxKUwRJE/HoUDMFFt/RfT6o4PR8zq6o1mm3/lY47lHtkWFFF1RkDoOU6NKQ245iAAAIABJREFUx6J1st2KjbTAEt+26DYQ4vunUaVjKcLhonOi45zARTjMk1COQxrdOe8M9ZgtqHQA3bOA0dj+O3JE37yRhenx6Jv/D/AL785eJ5OgLiV6XkCLuUA08zAeHyZE/KTj9NC+KFpP54oJ4ZxpV5LW/WAzDjUimXS8vV9+fMZcYOWFzVsXadFczPgqV9S4uoXrIiHTFxPhMM+1ijYS1SaifT1NnKQzvnX7JGAYVZqwFoVoPApN2vnIdJhxqPtOJk5Gxx+l4cLh76fXhPT8yKcJ0uV8pGtmJKzHXbgHt5Dn2ESVZrgTW+04BKLvrZoSwTvVOHmMrK8l4APb1HVx7lpgcE/j9uGtwLLzmvEbMpRdjyQ/Nn4iOl8J2VzDTHvYccgwDMNMDXxmPphElQJ2rsOhfbKAVO5QI1/E/XHaacZhUxyHGVF8ppwSsmwoRcU6l8hNWmRUBAWdcFgQEVlEhd527WQRU4h/dfOo0M6eSGS05eHP2j3/9uvN5h4qMWcG0UpKATkjvkznNgvh3lJmCtkKh0ScySp405lifQuBrtjP1KvJgtQwiS6aERMOlaJVPdrG2z6qNO44pIJLCMchdb/HtmW6ztAozSzhME8Xjw5FIDCYG6rjhZ/It5ecm/78mQHmHALm5wC7HraPVI6TNSNRJ1LMoI7DDOEQdbkIGCfErK52RZlxmOA4DCUcDh8mx1vCyGHgXza5u2Rt0YkdwhVOt/9Q4h39TKqj6jaoCIcW8YhZVDrVvyVtjahOyI5nAOhPcBYm7cvxonzS5xgi6jw0SgLCaMOdOR2iSisdqitQnN8rDRcO62aFXgeQz9SnCdKVgWXybUU4DBlVWoBjjeI4nOLCIR0/MHuFPpVl7hryc1vU5zD5U6sCu36U/hyOK2UCw8IhwzAMMzXwmfmgdMl2Ts5FIxftiqMohSNkvuGs5XrnQVHEojim0ZT0xHTFheF/l4mTUZHGFxcha/XFk4UQh8hNWlSisxqNHIct2BZ8BHjK+deH/d2SMBEzlYKni3Bo6TgM1TlNi/a0OJUFLbjaFrxLJWDeafJ9urjS6rg6+0ZyHOqcTWPtF1VKxTVJOKT7eYBtQHEcpsw4XHS2fHtwb/pxS5lVlLNwqESVOhYzX/iZfHvxhvTn0whX16KKrQPeNlJZ4CIczpwn386KKgWS40pDFMDbFRpbecpxGEo4JPvAlnvDR3P7oHM2ioYIGh0fKkqzo0c9F6ZrW95NDnSNSGsUOrEf0nlhpVvdbgQ9s/THtHaNKlXOa2KpAbprqalI0iiLEA0XVJSkYqxrE6TPPFQ6U5cKTTb7YlbaR1Ech3GmunBIz+fnna4+p1ZVmyO/+3Gzxk0mLAeels/dO2YAc8k1GseVMoFh4ZBhGIaZGvjMfEiK16EXODZFw6NEONTFlALFEQ5tZ0OODatOJpMh64IF66KYKzpPbdOXoVwUh3Id2gpZF9zgeJEO9XulxXutcNiCbYGKxD4CPGXd5cDqV/n/jqYkFVer4+o+7hRV6uA4DIG34zBAwXv+GfJtnXBIHRpl4uIoV4ASEccnRtXGgKIXG9OiSkPMOFLejx6HUqJKB5aozjPaxBKn6Y7DUFGlxHG4OMVxWKuqxddbr3YreLnMOs5aJ3VkCocGMw5HshyHAI4nCIfKdjyNhMOkGYehojLp+msqYrtsRy6kzfhSzmMCuf5KGmGDnl8qqQEeQogOZc5hyvGepm30L05OFyiVgF5NXKmJcFjEqFKdCCrOfaZDVCmgntslOg4d/n56/kOPT65NkD5rOE3Loed/VlGl7DgsHIeIEDyPnO+LFJqf3ab+rGkKDROO7Q/Kt5edp+6j7DhkAlPwLCCGYRiGMcB35kNSvE5Xrzyzy6RoKGbV/PdH5fsPPB0VKenMo6x5Fs3AZTbkECmc9MyKIg2vuT0qbj38OXU23suui8TBGbMbF4d0nhoA/Fuf3E03dkIfm2LLusujv8NEGFu7ETjrcqBcjn53XYRYGvXYfMJazUxUoqJKPacZh2nzC08ctHuthz8XzcXTUa4A510DbPue729sjiiuxn8nRfAvmYl61o5Dsj6E6pxWhMMMJzBFEQ4dZrvRDmTacQ40ohEFM+eqxdRKl+zK04m6hY8qJUUyIb7V6/m4TnXuhno9+mx1xfQ5q+Xj1sEtwMKz9K/d7BmHdJ+i4kAaYt364WfVCNZju/QziMWxbd8T6uuJY9uqi4Crv5wt1gGq48qUtHVSR9bvoos9p8KhkeNwl/7+ELO62hXdul/XRP2Fiiq1wXY7ciVpxtc4nRUcUNjq6pebT+jnrbijA0aVAuo5ZlpUqU44TKNvAXCc7GtGjsMCuK8opVLkpKtqZhtOh6hSQCMchnQc0uQRzTXh+dfbXZNccIP97xGnnxxvqEA65YRDzTzuqQw9n483Ctqm0Fxzu9tcZyadtDnIPbPVYwU7DpnAFPzKnGEYhmEM8Jn50NGdHK9DL3CyioaJAhwioe22a1UBrtUzDl0vCmjhpG+ycFKuRIWt9VfoRUFKR7f6WDcVDgM5DsuV6LPP+nvFd1SeDGawvUgHZAFBJ/Q0Y8bh+Mnos+vqa1xUZInEtsQFeB1b/tP+NX2hxVVdTKnJ7EFr4TAvxyG5IKTFqSxCFLypcHjoOfU5I0Q4pM43IOrAl4TDUU1UadEdhwkzDqtjUI5DQRyHtEA+KVB2zVSFw84Z6uf3jd+IGjbOv15tXFEch4FdPBRXx2HasRUA7noP8MTt8rHV9Ni2/UHgE6cnf0ZxqHBiStY6SenoitafpDVH6zikUaUejsNpHVWq2UbHTkDZt1shHNpuR64ojpuEqFLqhvZBcRyS41buUaU0ojbFcUgb5/oS5hsC0TqkawL7zl9FQtu6y1OEw4Cfb0g6iHCY6Dgs+LHcFfq9iL+fnuu77KdZUaWAWxOkD7pGlThBo0oLcKxJclxPVej5fHw0gUsKTTOaW6YTWee/T38zGocThx2HTGA4qpRhGIZpf1zjJLd+ZzLGzDCqNK1o6DobrtVRpa7RlErHtaZw0tEN9M63vxBMKsyHoLs/Ej/PfYv62OpLgKtviR6PF3LERboNEynCYbkTqGh6t0JsC2mRs0/cAXz9GvPv2wiNE0Mwciya39RsRHFVoIgrhsU4W+GQzrcrquPQxVWmCIeGjkOKriCjRJUW3KWQFFWqfC+lMEWwSqf6mQgxnLpwvvV+YOcP1ddIipNquuMwIQYyDddjq82xDTCL3HJ1HKatk0no4g2BaP3SuYapUH/KcZhSQEqacRjCOdOu6NZ9+t11znR3VXiJ8w7bkQvNjioFNMIhWZsUd3XgtcoqqpTsU7qZo0Aj4o9GKwPRnFax3kyc1J8vFGHem46k+PRpE1VKvhdxPKZ/v8vxPyuqFGg0QWZdl9AmSFeyhMOgjsMCbPM0YnYqOw5rVeDwVvm+eFSpzxgYxh/T81+aHsHCIRMYFg4ZhmGY9sdl5gMA3P7OySIhKVCICzdFwIoVDUPNhlMuEpssHLpeFNCT0r6MqCYb6OdOvx9fyhW1Q/yV7wWum+yUpAVB04v0OHH3GXW8JQlXSkSR5bYgilS3XTvpHhQOiUk34b/+ZiSWB4XMJooLlx9fGVb0NYYUV5WCo2GxsyiOQ1q0ty1iUHHGyXF4mnx7aJ/qFlMch3PU16F/y4TGcVj0qFLaXV8bj/4O+v139Jg5W01Q5u1O7ld02975g/TXoeKaIhwGjv+j0G3PxHHoemy1PbbFX0M3KxVwm3EIQFknTUiKK+1fot+udI7Det0tqjTErK52RZlxeEzdT3zEP5eo6FM4bEcuUMFHCEN5RpVmzjjMucnBKqp0r3xb1zhn2/Cg+15Dfr4h0R3HgWkUVUqbSicF9RARz0oDYYLbTTRB6tyuSU2QrgQVDjMa94rQpJK0/k1Fju2Uj/cdM4CBZdH/+4yBYcJg2wAn4KhSJjAFvzJnGIZhGENc4iSB6ITsMInpSHIcjg1FokjI2XC6eRZiflVoaHSlz0WBiePQlS5yoavMqAuAcGMIsoRPcZGeNL/x+G65azPuPlMEpYSOWrot1Gvm24JpkSo0qy9udFVnxak0DVJcbZZwaDLH0gUfx2Go2Vzd/ZFgES+YHn4OWPrSxm0jxyGN4Rptv3izSldU3IsL+2MnwsSUJdHVK0fnjQ1HrjCXTvh4nFTe8X8URZQxEA5dmlvO+BX7Y1ucpMgt12NRfJ00pXe+/v4kdxPd30YOR59v2npB564JprXjkEaVHlO3Ux/RyqeQ77IduZDkuKGOw5CNBnTtUaJK6XEstHBIGl3oOWIck8Y524YHnQBUVOGQboPVJMdhwY/lrigzDif3ixARzzZz78sV1QX/nkflGXUhSDrmCKyiSlO26UqXvzsyBNMpqvTgs/Lteac1vgPfMTCMP64NcOw4ZALDwiHDMAwzNbCZ+UA5ukO+LS4a6PyW7/01cPBp8sOes+F07pp6DSgFGi4uDdQmYte5V8P5oqCZjsM8XGtU6E0q0sZJm9/4pTfKwmGq4zDhwlm3LdSq+lhTimtXoi8X3BD9m4dw+cr3Anset9+/aHHV1PFJsXYcNiuq1EIsGh9W5yu5Fq7nnS4LhweflYVDE8ehUnAcV4sydMZP0SiVIuEgLuSNDuYnHAMah8Ow+7w9oNG4orh4cnYz2UaVuja3DB+C/bGNQGelAu6OQ7FO2tCXEFWqm28IaByHh9RIxc5eebsZORIVnum5znR2HCrr/vEwzRchftZlO3IhqXCum6kaiqwZh3lGldaqwJHt8n2PfTk6p9PNPVUa5zT7pG3BV3eeq5uFXQSmfVQpFQ4njwshGi6UFJoU0Wp8RI0rp7POQjBjTrQt0jh+QSjHYRFiSgFNg9sUjiqlYwfiYwlOjYGxOZdqkit+OuBy/itgxyETmAK0dDAMwzBMAESc5Ipf8H8tcdFAL3AU0dCHSQFOKxYFiivNiq68670OLzp5UWBSOHGFdq/mIhwekG/PNBAO49D5jdRFKDkOqaBkIxwabguuXYk+rN0InHV59P+hhcu1G4HXfCSKj73qC3Y/S4urLo7DWhXY/pB83/ChSCB+8s6EGEM6/6kAjkNafO2Y4e4CoHGlh0inMnUc0plrgD4Cim7j7VBs1M05VPbzwI5D+n4+TmzRuJK3i4dCHYdZUaWuHe8AnOYex9FFbrnMOIyvkzYkRpUmHGupUF8dA448L983Z5U6y+24Zs4h/buLUtBtBjpXbEjhsKPHLY7ZdTtyQecMB9ybcEygnzs978srqlScJz/2ZfWxpLmnWee/LgVf3XqelE7RahKFw2keVRqi4YI2TunONQVUHOjqz8elWioBAymuQxvncdrvVxSXmtI4MZWFQ3IeH3eruoyBaZYrfjrgdP47yYn9QK2W/TyGMYSFQ4ZhGGbq0N0fuZR8SYoqDcqkAJeXcJhXdKW4KKCOw5DCoa5IHpphB8dhGrSwGncc0i7dpAtnncvUZFvw6Up0Ze3GSKgXkTYhhUv62mdfaT5fUldctRUORSHxrveoj21/QF9IBNTvOVSxPWmekAkhC97zSPwVLTjQmVDaqFJNQUZxKbRBIIrOFa2ILQELePT9xoc918XJxpW854ZRqJsry3F4quPdhlK0nrvMPZbQxPxSl+eKC9Nfgq5lNiQJh0nzpiqdQDf5fPf/XL7dt1B1pOjmHIaY1dWuUAGrXlOFIp91tKRxZCy/IP1nfLYjF5Lm6uYaVZrhOMwjVtl2DmGtGv13ggg2NHHDp+Abp6hRpYkzDqd5VGmIhgubqFLaANmXcMwIgZh7p8NmPUwVDgsilE+rqNIUxyEQOa5taJYrfjrgdP47SW0ifU4vw1jCwiHDMAwztTjwlP9riG45Gt8VEiHAlStQTgxDCId5RVeKiwJaSAsaVUoLSHk4Dsn8Gl/hkF4MpzkOE6NKy0CJnJrVU7qNBaGKVJT5Z+rvv+LT0bxHUSxwFS5XXYzGtl8CVl8CXH2L/NpAw02cJR4mFVdtXBIuhcRT70OjKgOtH7SYQrvaxXufOKj+DlSY8RIOSUGBRhzRi1Sd41CJKh1rv6hSQO+KVoTjgF3XyrzdE57r4qR4QcXHVjgO6ylrl0/Hu23BS0Ej8NDPa9OXojVr9SUwWstssHUcAqpYv3+zfLtvkSoc6hyHIWZ1tSuVDlVAp5+RbxQb/fnz36l/XojtyIVWRJXSz5weu1xnFadhO4dw8z3RcTYe/13uVPc7n4JvnHaJKk2ccThFGw7o95IkHLr8/bRxKi2qlDoOexPirUOQNufQpuEobb8tynFGWf8smvXaDdoASBsExRgYE5rpip8OuJz/xuE5h0xA2qCll2EYhmEsoB32LpyKKg3YTU2Jd+WVO+SLw2oA4TCP6MrVr4ouCiZG1Xlm/YvCvU/eMw7HNPPBbKNKKWmOQ5sIy1JFLkqlxRQJnOZQGHDR7wH/9m71/iXnyvN+XIXLq78cFUPjsyKT6O6Piqeb7wG++/8B+55oPNY5E7jys8BZl8m/16nfz6Lg6FJIFHPQFGdpXjMOJ7ettPmlYi5TUMchEQ4PPguMjQBdk9szjSrVOg41s2OUqNI2EA51rmhabApaVNcIhz7rohDXqPiYu+OQCIe18Wh7Tvuszr/eas7p2MveiS7Ab+4xoEZu1apqTHB3f/LcW18ShcOUAu7MuXI8qc5xSL/jY7qo0gCzutqZnlny/kU/I9/9hAroux+Tby95KfDO/2hdIZ2uwUIQUc5lcnQcjsRmCtfr6iy3EGuV7Xnyw58D5qyW7+tfHLlI44iCr8185v4l8gxh8TpFxDiqtA2O5S4kzTikwqnL/ksbp9KuBxXna56OwwSnO2DXcJR2rC/KcWa6OA7HTqhNMXQkgWjczGqobLYrfrpgef4rMbQPWLQ+7O/DTFsKvWc/++yz+OAHP4hLL70U55xzDi644AL81m/9Fr797W+n/tz+/fvx53/+56d+7qKLLsK73/1u/OhHP8p8z29961t4+9vfjvPOOw8veclLcNlll+HTn/40Tp5Mnyfj854MwzBMQPaFEA4nLxrychzSrjwaTePrOMwrunLb/cAtbwIe+2f5/s7esN3wec84pDGlXX3+BRobx2FaHI/LtuDblahj7cZIKNahLaI6xAmKAnt8VmQa5UpUoP/1r8r316rJoiFgJxy6FBIF1O0Xyi2gFOnGsueXijhVGmXls5/OWi7H6Y6fAD62GLj5smjuI20m0M441Pwt7Vhs1LmibfZzW2iB3jeqVDSuNDuqtKNbLcpRcZti0fH+veoGnHVrB379f/8A33pyP6qbbjHvlqfQyC3qXAZkJ6jNWmZCX4J7JFU4nCffPriFvOYiYBaJnDu2U32dELO62hkq7OXtONz9qHx70dmtdd8ojrLJNZruA6HOkWtV4ABxx26+u3FsGTshN1QB/muVy3nytgeAo2R/6UtomrN1PC89T70v13EJHiQKh9PEcWgaVeoihNlcAwyR87s8HYdpwqFNA0HaNl0Yx6GmwW0qcug5+XbvAmDGbPV5onHz6luA2avlx/qXtMYVP12wcXzSay7qSGYYDworHN5xxx1485vfjDvuuAO7d+9GV1cXjh07hgcffBDvfve7ceONN2p/bufOnbjyyivx1a9+Fbt370ZPTw8OHz6Mb3/727jmmmtw6623Jr7nxz/+cfzhH/4hHn30UYyNjaFUKuGZZ57Bpz71KWzatAlHjx4N/p4MwzBMQCZG1fg8F/KccajrygstHOYVXSlEiW+9T747pNsQyH/G4YnA8w0ByxmHKduV67bgHcsXQ2yjSfE8tIjqEyfowsBy+fOujuqL3wLTqFLXQuIpNwZ9nxwdh1+7xixO9Xt/I99HC+KmjA4CX32rPjpXCJX0ItXUcUiLMu0QVWo04zCgcKhbE+m6SEWjJOKNK4ojNWfhENDHlaZhGFX8veoGvGv8D1Crl/H9rYfwP/7lMVx361MY2vT1qLC1ymKN0s5KJft3R09ys4IvtSqw84f6x3Y9kuxEp4Uj6pDsWxStn3F0UaXsOJRv0+OL735CC6wv/Ey+veBFfq/vS1LhPI+oUtEE84NPq4+JY8utV5Pfr8tfzHY6T64D//Wn8l1Hno/ETbpP2kb8LX2Jen9RZr5RlAagyXVGaQKaqsIhOYcUwmGIhgu676VFlSqOwxYIh529di6ztpxxOFWFQzrf8Az984BG4+aFvyvff9ql0f15nQtNd2xGdZzxWvk+jiplAlJI4fCRRx7Bhz70IYyPj+PKK6/EAw88gMceewwPPvggNm3aBAC45ZZbFOfhxMQEfvu3fxsHDx7Ei1/8Ytx777149NFH8dBDD+Etb3kLarUaPvrRj+InP/mJ8p533XUXvvjFL6JSqeBP//RP8dhjj+HHP/4xvvCFL2DBggXYsmUL/viP/1j5OZ/3ZBiGYQJzcIsstFARJglabDsVVRpQOFx1cXJXnjLTwlM4DDVfxZSQ8w2B/GccDpP5hr4xpYDGcegYVUovvkyiSgG7ItWaVwMv18xUmrtW3kZ1DhtAX2i2FS6pm8eGchmYS+J06JyOOKaOQ9dCohBfaJE+lONQKdrXgee/Y/azdOarS0ew6dxH+tnNmKM+RTcbqR2jSk1mHIaMmaPOnvFh1S246iK7OaD1usZx2ISOcRpXOnpM/7w4ouN9QHbL1erAQ9X1+N2xP8B14x/ACcj73P3PHMS7bn0c1bPeBPzmN4H3b80WEBNnpVLRJCc3kBBS7nyX/vE7boge1zk1s8TjvoUax6HJjMMpKgAkQbfR4yRC0rUBI+nnaWE6ab5ws0ia8RU6qtT02LL9Qfl2CGe063ny4a3y7eFDDYd/fJ+0nc1MxWogbNx1SJS5y2Pyv4J2OJa7kBRVGqLhQtc8mDQHWJlxmGNUaX+CcGjbRJF2XlwUx2GS49qXpFnkrYI6DmlMqY4kty2TH+L891c/pz4Wry2R82MWDpmQFFI4/MhHPoJarYYrr7wSN910ExYsiA6C8+fPx0c/+lFccMEFAICvf/3r0s/dfffd2Lp1K/r7+/FP//RPWLNmDQBgzpw5+MhHPoJLL70U1WoVn/rUp6Sfq1ar+Id/+AcAwA033IBrrrkGXV3RCfPFF1+Mz3zmMyiVSrjvvvvw2GOPBXlPhmEYJgdoTOmyl5ldtC88S74vj6jSq7+c3JUX2nHo4gBbdI77+/WHFg5znnHYFMdhSlSplXBouC2IItWaV6c/b+1G4K1fUef0AMB575C30aQLQl2h2ba7nrp5bJmvmbeXhKlw6BO5Cmi+55wchz64CIc2cx9Pvc+Avmiomx3TllGlGgegElWbY1TpmCaqtGdWI05q9SXqa1S6gLf+S2MbmNCItkV0HApKZeCkLDK+duwTeNv4h3Fv7QLUEi5r73/mIP7zyReiG73zgGvvij6j+cTVNWNueuQWdRymRR67YiqkbL0veh5tLNG5fOP0LYoih+Mc360WpkNE7rUzdBulrh/vGYcZ63DLHYeGUaW+wpbLsQUIs06FjnjX7ZPxiL/Vl6BxflGKbsfXG902UVjhkBzHTzkOp0tUKbk2nDgZraFK85jDuqk7/0lqIKRR9K1wHNoeB8vl5HOjwjgOE2a8ulCrRo7kmy8DblwMfOK06F8Rw2zaHBoS8Ts9/L/l+7c9kP07UeGXhcPmUK4Aa8j4kI4ZUUOcuG6nsdkcVcoEpHDC4eOPP44tW7agt7cXH/jAB7TPed/73ocPfvCDuPpqObbia1/7GgDgzW9+M+bMUbucf/d3I2v1Qw89hP37GzvSQw89hO3bt6NcLuPaa69Vfm7Dhg24+OLoxPLOO+8M8p4MwzBMDux/Ur69+NzGRfvCs+XHugcaF+01MjvlVFRpqMJgKb1QFFo4BOwdYKte6f5ebScckovtQjkO6bZgcVHZ3Q9cpelIBIDZq+Qi1UlN/Dr9PW0ch0K4XJmxHSW5eWyZR4TDNMehaVSpb+QqLRqFciSVSuEK9y4FV9u5j4DebQiohcSJUbUo3xZRpdRxeEJTNMzRcTg2pJ9PKOKkrrsH+JO9soulOgbselR+jTjlzuZ0/CuOQ0Ph8OQx6Xeu1UvYUTeLyb7l/7L37mF2lfXZ8L32YfacM5OZnM8JCUkgAomJiSUc+mERhdJ+aBUBCRStWGvt1dfa14/mrb7U175qq9S3KFoJB9tyKX09UAqIogZIgoJICAwkZGZynJnM+bBnn9f3x5o1ez2/51nntfZeO3nu6+IK+7xm77Wew+/+3fe9r7d8Q/+O3vV59knz1ltbbjkdR/zADZFy9Bmg6zH2PifEYctiMA0SuUmOkOUIgKgoQSoFkfrLiKAzDo2Ip7T5upowsyrlMg59rpG9zC1AcFmsQVq8A+Jr0jgm39UPfPot7d9dj5XHm1JRnM/+1O7qkQtWoHObrrQ7Z6xKaaNgembfRhowvIybIqccM7tSTnEYInHYPJ/NuNbh5Vo02wNFZZ4JyqrUaRa5Xc5zkDAeE90Lj3TbH5OZ2lYifFD3Jbqfo40DUnEoESAiRxz+9Kc/BQBcfvnlQiIOAC6++GLs2rUL73pX2cc3nU7jlVdeAQDs2LFD+LpNmzahpaUFqqri2WfLGTYHDmgZEuvXr8fcueIN1zvfqRXCjK/z85kSEhISEiGAbrwXbCxv2t/7ZfaxtuXlTbuZvU5QikO7PLcwiEO3CjDaqeYGTrO1nIIW1YLOOExXWXFoZdXj91wY6RHfv+E6tig+PcI/h37PZp2kIuIQ0H63d35S8ICgu94vaBaHVbapU8Uh4M9ylfudAySOgiqouP3uveQ+AkBDm/h+kVVpTSoOyYY9OyEgjgNUi3CZSgKrUnpe1zUCqy5n7zv68/L/09dXQm0IeFcckpy5AbQhD2d25Pu7h5AtkOI7dxw2lqncOBICceiWSHmBNIpYzcWxJFDfpqmFaIGJjulcXmdECrqVAiVw6yTxAAAgAElEQVS3KXwThxbv37m2+nlRogaPQo5fj/ghz73OLUBwxKGbdbJT0GvSiERKW28arye9kL/vn/jn9/22OuSCHUS5y8A5ZFUqyDgUqdKCsCoFzK0yuYzDEK1KY3Fxk6iXsdBs3IiM4lDgjOEWft0DwkAQxyRS20pUBjkyB9B5kNZxKDEsIeEDkSMOu7q6AAAbNmyAqqr40Y9+hDvuuANXXXUV3vve92L37t3o7e3lXtfd3Y3SjGJk9erVwveOxWJYvnw5AODw4XKB6ciRI5avA4CVK1cCAE6ePIl0Ou37MyUkJCQkQsAAIQ6NKkO62DUWAc26ZINSFNjluXm1p7R7Tzf5KhN93j/rt/8abFc0LYA7yTh0kx0xRTIOgyAOrRSHXPZZCFalOmhmhQ5KFE47URyaEYenzDNX+l9lb2/4fb67PghwikOTvxtwRxz6sVzliKMoEocus7k85T5afI4Tq1Kn2bTVhMiqNAibMsefJ7AqFZ3Xa8i5bCwY0XE1qGK8Hei54bQgPnaCuXlKdd6woqrAZIaMpW6Vj5ziMGCrUi9ESs+zbMGa5jUb0Ty/rPSmWTjUfvpctyqtpuKQWuhWA6KML5rxCcXfGOd1bgGCa3Jwuk52A3pNWiGK5IITcFa2ZhmHZ6viUKC6on97LOHNWUNRnDUQFrJ8s0uYikMAaFnE3+dFdRx5xaGJ4toN/LoHhIEgjkmktpWoDDjFIVlHcFalUnEoERwiRxwePaoFTjc3N+OP//iP8elPfxp79+7F8ePHceTIETzyyCO47rrr8PTTTzOvM9qALlxobpk2f742oZ45U2bg9dcuWGCuttBfZ3ytn8+UkJCQkAgY0yN81/z8DeX/F1nL6SjSIpkD4nDOcmfH5STPjVrzBUEcAuV8FbPA851/WVaATZz2/jlDbwXbFW31WxnhNTuCKg6DsCoNKuOQWgGpLgtFZpadHHEoUBzSDaDZhrCQAdLD4sf6fsveXro1nGIAzTgcO85nkOlwYzHolnA3FobcKEvdIjCrUpcFb0+5jwCaTDrfnViV1kKxkVNFTwoyDgP8/WlxLj/Fj4ui33b1FeztUy8Dg4e1YxVZnVYCXq1KOeLQ+bitKEBzPSnGUnLITvnIZRwGrDj0RKSo7JxrpTg0qgznUOKQVXNyayKaaXa2w67BIkzicN75/t47CIgK53R+q2vSLiwTZPJFDE1mkcmbrGG8zi36ZwcFLofQL1Tn6+AokgtOYKo4rMG53As44lCgOPSzZnNCHFI1UbIxfNcAUc7hWWlVakKMu4Ff94AwEMQxic59icqAzisccUgaB9JD3tSyEhICRK6ld2JCuyD++Z//GWfOnMHNN9+MXbt2YcGCBXj11Vdx991349ChQ/jLv/xLfP/738fatZpV1eRkefNbX2/e4a0/Znz+1JS28W5oMN/gGx/TX+vnM92iWCzijTfe8Px6CQkJibMdDQMvwUjl5ZsW4WjvaQAaIRZPn4GRaihlJ3B4ZlxdlZmCcXvbc/wUslNvIDHVBxPKDb1b/js6X9uDpr4Dpsc0tfAdOLl5N1QbxfnKQhHGbUpvz1FkJgPaAJaKWDt6Utgp1D8dx+hhjWhaPnAUvsvcR5/B1P034MTlX/WlLItlx2A0olRzk3izq4spUin5KSx59q8F3/9MdkTPXu37v/SLUIkyZPnQceZvPTGSwZTPObapfwhLDbfTE8M4PvOei0fOwLi8Pz00hnGTz1tZKLHnQvdRZMadK9cW9b4MUckzPXxy9ngAYPloH/d7Twz345ThOW0ne2DWUtXzynPIzuULnKuOvchcS8cL7UiHtH5Zk2pHIlsmQHte+imy7bxaY9XUKHt9nx5ENmtzTFu/gObFv8D8F7+C5HS5QJNrWowzl3wSk0suB3pOsZ+THmM+p/fUADJ2n+MQq1QFQZTgTg6OY9Ll77F0/mY0Dbzo6jUjuTgGBJ/TMToOI90zPNiP5NQIe30MDJpeH1FB05lR9nofPYNcqQlGg9YzI+MYDujvaOwfxjLD7enxYRTyChlXxoXf26qmxaib0s9VFfj626FCQXbOGhhHlulSHMcq8L13TObZc+B0D844+NzO7t/CSIuddKE4fNuCBvS8xTZVxHIT7DyTHcebXa8Dirivds7xozC2iY5nSzgd4PelFLNYCwWKC/JQhYLDvaehxjUVfXx6BOeZPHcSjTg5c7zzik0wahOHul/BYGv5b1k2MQojLXqibxBTiWhfk0GiZSQNQYl8Fm+d6EfBpHfGCZqHJrDE5LFT+WZMVHn86xidYK/RM30YfeNVGP2VCkod3iLHWSypeP7YFH78+hhe6ZuGCo0afNvCBly3YQ7eubwJ8Vh5HedlbgGAsUwJfUF/R/H1wI6vILXuEFY+ddvs3frf4BT0mrTC0l/cAzcU6NTPv4YT8fUuXhEO2ofHYCxRjw4NoP+NN7B8apxZVx4/1Y+0evaNG3Vj/VhluJ2fHsfxw68z10dRieOIx3P0PMRh3EG9dbgLhUa22S819BpWGm7n6trQHfK4Mb/YABokNZopot/l5y4vKML95vB42tFaIGy0DY0we5+xkUFX441SzGJtz7Puxo2eZ3H4tYNQQyLbgzom/tyfwNEI/GbnAlp6DzPrksk8Ztd0AABVxdp4CjFD49dbr+xHoTFkJbJE1VAsFhGPV8baPnKKQ90G9MyZM/joRz+Kv/mbv8GyZctQV1eHzZs348EHH8SyZcuQyWTwta99bfZ1xaLWzZZMJqFYdL/V1dUxzweAQqEw+1q71xlf6+czJSQkJCSCRWqUtSrMtrHlM5WoP5RCBlA1u2mFKF7UeAIoFdHY9yvhZxXrWpHpvAgnLv8qTl76RUzN3wJ1ZjmuQsHU/C04eekXceLyr3KklQgqUZkpQSkOAdRNHkesKLbvTEyV7UkT08Go4pv6DqD55C98vUcpwSo5FLUIxaiAKBVNSEP+WJY8+9ec8jCeYTfghXpxprIbqKRD1bhwV4iFoRq3IAIp4aq6OxfqJo4L748TVU+cZiWAP86YRXZFIs1boMRyEwaCQkOmPTz1RK6FVf0mJ44JnxcrsEqhkhMlWCyOyWW/i4kVVzN3j6+8BpPLfldIjCtEpVMK0N5PjbHFhOm5Gx29rkiupaIHe8XRte9z/ZpiSmz1R/8OpZTnx98asCql51CsMM3//gF2z9P5K1ZII0aUtCWBklbJTwnnEwUq6sdYIq0UtPWmCUpJtikmlnfWWJmcYsecky4Uh9dt4M9Hbp6Byn2nRsSI5bQaD1BRCm0OSc/f7Oo16fmbmaJesc7cYrNQXyZaC01sS0hyinUcUIjCQj1bs8pMQM9R/nF/14rV67Otq0wfqxRU4oKhlPLceqBEXBbS+RLu+skp3P1MH347QxoCGvH2275p3P1MH+76ySmk86XZ13iZW7TPDiFfdAbZuRtQrCu3X7nVRNJr0gxKMYvGgZdcvXfjwEvctVkN0L8vNnNM/F7q7Bw36BpeKWS538XX+i9mvydMZNjOhWK9hU11QMgLCAhH62n6GpM9UCkiClW6BqXntR1i+bSrBiBAX3+YuOsEgKCOiT/3ZcZhpUB/i1KCrCMUhVnnAUA8Y9/AIiHhBJHdmTc1NeHjH/84d39zczNuv/12fO5zn8PPf/5zZDIZ1NfXI5XSJud8Pg9VVU2JvFxOm9SNJKGuCMznzScF/XXG1/r5TLeIx+M4//wIWJdISEhIRBVdbFGxefU2dtwsFoBHyzcVqDh/9fIZuyV2Mb1q2VLgJ581tRCK58Zx/q//P82qcMOdwFV3ajY12QkoqRY0JVKuuojx8ybAEDm3fMliYHVAY/7Bg6YPdcSn0HH++dp3E+DicsmJ/9S+Ez+I1zH2MOtWLilnER76AWBDGupo6juA89XDwPnXl+/MsyTayg1bgLZl8IXGMcBwutTH1PL5t48tAixevhowm9N/1gQYYktWLF0CrHB4Lqgq8P0TwodSpWn2evi/fLG+uS7GPuek+Vm8tAX839C9l709ZxnWvm2b3VF7R9cmYLBsjbqkLi3+XktsQWf1ugt4qz4znFgAdJVvdrY1o9PstyMk76q1G4C5ARWBf9HKnBcNV/8P4MA3rG3OVl+J+PBRYLScDb78vI3AYpdjy9rzgNNPObdUA9C5bJ34expaDLxSvtne0giU2ALb4qXLza+PqKB5CvhZ+Wa9kkd9I1v0WrB4ORYE9Xe0ZgFDSkNKKSCVYOetJSvXAucZPq9U1OyjpwfgBE1t8yqz15hcA7xcvtmWUtDm5HP3srmsbYtWA+LhjsHOtZ24/V2bEYsJ9mmpVsYqde2y+eZzQR87Hs6ZtwhzAv6+Xjp6Cza7UGC9sfrD2EyPgfxNOtqWrNO+51IR6GbHqtbeJ9GqpIGtd2g5r8+wvcXLVqwBVkX8mgwSjWOARf/T2o2XeMsv09E0yawXZqHEsGrLVdW37Btk9ZbtrU1oX8KSBnVNbbPjRbGkYtf9L+ClU9a2dS+dmsY/HBjHntu2acpDD3MLALQvWIr2MMeq1Zd5tgVtuuLPnY2jU4Nwa02sQMW6FYuCyeX2gym2aau1KYXW888HnmavieUr1wDLzsJxY6KNuZko5bBqGXvNJFON3ufTZD2QK4/hq1eu4CMnpl5gbjZ0rgh3/i4VgaN8rXRu33OYW7hGmzecOs28NA8QxK91Llhsvr6uJKbJ+d1Yr53fTpHPAP9Xgdvr+7wLLglv7Pd0TAp/TIJzX9aoK4RBdg3aOm8xf162LwUMDbwrOxqAdfL3OVvx8ssv2z8pIEROcdjUpF0QF154oal16JYtWwBohF1PTw/zOgDIZs0DqTMZrSuiubncSai/Vn9MhOnp8kJYf62fz5SQkJCQCADGjLvfPMg+lkuzSrN4gs8t0DOLaAfvf/2VfSHj6DPAI7eUPyOR0jbzXhb9TvIsvKLvFfPHRmcUWpP9s+pLANr3tOoK75/Z8yyf9+EWNDfD6O3vJ6chP81newVRhKG5D0Z1CpexZ9GhS4uRZjmNIkz2a9lnIkyPaMQiAJRKQGaMfw59rVXoPc0TBYA+QlIvfJv564NABzHlE+U7qiqfBecmH4nLOrHoPKadt1a/s1vQDE0lVs5lEnX1X/U57XH6G9pld4ngNPfRiAaT7nf6fRZytZmLJMphpWNemBmHubTgvCbH5CY/CwAyo/bPCQIBZRx+7Pcvx8611mP3zrWduPfmLWLSEOCvB9G4qIOOj1ZZqR7x5WPr8MviJkfP/WVxE77cy1szo8FEQd+8QJtHH74B2P9/+Md79paziulYVm0iq9KwGifrmv2RhoB5xmH7ymh811wWbY4fbwzz25OH+rD3MMmONsHew4N46tCM24XTuaWVNPqEnce64nfY2/Vt4udROMk01+Ep41Hxn68ZBOh6RJ/76F7qLFUcCtf73PwfYMahaN05RRqCmk1ypYOAPm8c+Ab/2Nhx9xn3phmHzmMZQoUo49UNkvXAykvdf+7DN2g1DTf7vjCPaeWl/HksOvdVdwSphEfQ60s0D9Kcw0kBQy8h4QGRIw47OjR5bWOj+WZszpyyDYtOyi1atGj2voEB887a/n7t4pk/v3xRLVy40PHrFEVBZ2en78+UkJCQkPAJfSPzvVu1ghfFgXv5jQxXfJ0hkOim7Ng+Z8dw9BnPXckM6CYlyE0DJXOMGJ2xtZxgbcrQugi45T80UmLZOzx8qOp8A2kGUWEe0Lome551915GInOKFLeSTcEQPJQkyBsKrzQ83pI49EEiD71l/lgxWz6O7BiEXaf0OK1C78dExCEhqReFTRyuZW8PCbJE89Pg/lZXxCG5Ns0IcVXlv6+AiiCZfBE5ahJSzGpF143X82QcAMw7X3ucXodei46pljJRuXKn/fMbTcgLUUGGjr+xGig2puj4NMk2CwBaoSYo0HM274A4dNtgcfyF8IpWRtBz0MlcUcxz81Rj5wrsuW0bFrTy5/+O1R2496bN2HPbNjSnLAx26om1pxWJmSMkvJtxxAEy+SL29YzizvynbMnDXxY34c78p7CvZwTZAvm9Gk2yH5s6tWYnJ01Ro8TyuhbI/CBBzwsjgiBuzN6jMyLKgAT5vYs5wTqmXKt5aF8v3OBB4/ONc0snIcIb2sVzTtjkGS2w02YzEVZfqZGgTknloAr51QA9P2aJwxpsAvIC0RqeNp34sSqN032AgDicJPESTSHVGUtF5/OGsZnWClEnDuk15sUeeOsd7l9jbN7xu4cO4pi2fYS/T/TbSbvSyiBL5iHRPNjM2tBL4lAiKESOOFy3Tlsw9vX1mT5ndLTcEauTeCtXrkQioU2y3d3dwteVSiUcO6apK847r9ylrv+/rl4UobdXW+AuWbJkVgnp5zMlJCQkJHzA60aGIw5nCq9+MkOMajav4Mgid3kKplBV4LSF4nCyT9vwj7O5dGhZXCYlPvwjVKUrWlSYn/3XbXejgchME+IwKMsnShIUgiIOXRTxRYo7I6Znsh2nTZRFVJ1mRRyKFIf0XKuG4pB2vtK/KZZ01wXvtIBQyII7L30Q0sWSiscPnsaN9+3Hht1PYG83u2Es6cR0qcQTSIBGshRy/Ibez3Wpjwm7HgPu+Kn1c80Uh6Lvk453tGgWRYjmkpCIYwC8ui2f5kku4zF5abAo5sItWumg+ZcZB4rD8VNgrq9kE9DQjnhMQUkwHTxw+zZcs2mRZodoBap+tDqWkBWHU9kCVBWYQgN25T+Dj+U+heeLG1FStb+hpCp4vrgRH8t9Crvyn8EUGqCqwGSGNJc0mlx7Q0ecK1ApCR6Vgm6lQM8LI4JQu5mNw/MECtJqgBI+xRw/l86MN5l8Efu73Vnd7+8eYglvfW55z5fZJ7Yu0e6nxF3ApD2HBReyKkPTBi5FIzX/6EGN/HQ7vwZRyK8GHCsOz1LiMJ7kG5yoYp+Sq25A39uR4jAk4tCNc4HTZlqzuTMKpDggVly7xYbr3Ll0GOGGhA3rmMzU0/Ekv0+12itKBIecE8UhJQ6dRRVISNghcsThtm1aFk5XV5cpefjii1r2Q3t7+6zqL5lM4pJLLgEA7N+/X/i6gwcPYnJSW3i+/e1v5z7ztddew/i4eMP4/PPPM8/1+5kSEhISEj7gdSMjUm2USv6sQYOw5aS5EEFZlU70sUSZEtMKrkaMnRArDnVUqyvaTB3q195pihS4giIOOcXhtPj/Rc81wo/icNhCcQiUiUMzS0KqqHFjVZrPAGe62PvCVhzOXaWd0zoyY7yi1I9NKSAuoIpAC+1QPBfNJrMF7Lr/BXz8uy9h39EhzW2VKA6//czrmMwWZj5XwJxM9PHF1lgiOAJg8Wag0eLaMSMvRN9nLSoOuQ27Wr6+dARJtojOW3odG4/JU4PFDMIqWunwYlVKbEoxZykwky0/keGLqqL7hHBjVcopDoMlDptSCf1PQgkxPFHahg/l78L67B5sznwD67N78KH8XXiitA2lmS28ogDN9WTOMFMcvvmk94PzUwSvRSQbAcUkrysItVtdE4TrmKgoDkXjtIlVqU54u4GQ8AaAlkXsbX1taqeuDhr5KX4tRrHid4BPH9EaaTZe7zzfzYggCvnVAHd+mBCHdt9hLYOSX0HO/04aCCkh0BSSVamfaAgzRF1x6NeqFCjbMFPbY6cIytFIdEzLtls/z049zTWySeKwInCkOJRWpRLhIHLE4TXXXIP6+nqoqop/+Id/4B6fnp7GAw88MPvceLy8SHvPe94DAHj00UcxPDzMvfYb39B8uS+77DIsXbp09v6tW7di3rx5KBQK+M53vsO97tVXX8Wzz2pdux/84AeZx7x+poSEhISED3jdyIjIKN/qvgBsOcPKOKQ2pZ3rtAwdI8aOCxSHpHhTja5oLuNwZsHsl8ikikMr8sMNqOKwlC9v9jkLQwviUCFLM9WN4tAhcUgLHDrcWJWOn9JIdx0Dr7HH2jCXzyUKGokU0LaCvY+qLn0Thw4LCHmab9g4S2y4QbGk4s6HX+TyorJgj6N3YAR3PvwiihmTsWfiNE/IpFo8HZMQsRiwxqLgaZazxnVyZ/nxrhZUCrE43wAwRazDgiyCxeL21mfGc9tTg4UBYRStdHBknRPikFhnti0DAOSLJWTyJe7p4yJSQgQ3VqVcVm2wqqf6ZBzbV/GkXw5JDKMVOfCE+vZVHUglCGFhRhye/LX3g/Nju1eLUBRzu1LqhuAWpSLw2g/5uR7QGj7Ctgp2AqHikK5jtPPfSHg7hZDwBoCWhezt9JA2R9AmGL+/gRV0RxO6VqTofQ549A5/v5fTjEe3Nqhhw1RxeI5YlQL8mp828vj527n4CpHikKw3wlAc+o2GMEOtKQ69uhKlWoDf+ZT34wjC0Ygi1QJc+VnBAy7U0/T6l8RhZcBFT0jFoUTlEJHVRxnt7e345Cc/CQD44Q9/iN27d2NoSFMHHD9+HH/yJ3+C3t5ezJkzB3/6p3/KvPZ973sfVqxYgbGxMdx+++3o6tI638fGxrB792787Gc/QyKR4F4Xj8fxqU9pg/o3v/lN3HfffchmtQlv3759uPPOO6GqKq644gpcdNFFgXymhISEhIRH+NnI0M1KLu3PphRAILacVGETVOGIZs4t3DRbcJ3F6HGB4nAxe7saXdFmtrKAPyKTbraD6tIVqQj1zVSlMg6Hj5L3IueVE6tSo3TASnFYzLGFtZMvso8veltwJJUVOLtSknPIFftdqoRowVxkGQUElm/35KE+jjQEgKzKFjJSyGPv4UE8e6hH/EYTffwmsy7gXKg1vyu+P5bgySEdnFVpXmBvViMqBTpG0esqyIxDwEbhprDjipcGC4owilYArzgsTJtfVzoocThHa8acMCEIHSsOOatSk7EREDQhBKs4BIBbdqywf5IBHxY9X2QT7NdWNSoF3UrCzK7UbGxzAmM2t6gp6GefD98q2Am4wnleYNWrjTdmhLcVhIQ3oH3ntGlsoo9XWoSpOAzDmtEKXH6wvm7yaYMaJkwzDs8Rq1KAX8fT+d/PmEn3AaL5kVMchkAc+o2GMIPZHigqDSqi8c8r+g/aP8cMQTgaiUAdHFZfAdzV71w9TX8/q72iRHDgLLtlxqFE5RDJnfntt9+O/v5+PPDAA3jkkUfwyCOPoLW1ddZGtKWlBffcc89svqGOuro63HPPPbj11lvx+uuv4/rrr0dLSwumpqZQmumK/9u//VtcfPHF3GfecMMNePnll/G9730PX/nKV3DPPfcgmUwindYGwnXr1uHLX/4y9zo/nykhISEh4QF+NjK02JCbEmwIFHfvH4QtZ1hWpSLikG4YRo/ZKw71rmi7XMkgu6JFv5UOnch0UtyhRCa1smxyV/AyRSymbTaNhZNCRttg0WJKGMRhqcQThwsvBE79pnzbTnEItXzMgH0X6egxoPd5TQHcs5d9LNmoEeBe7LvcoHMtcOQn5dtn3mAfD1pxaLaJp4pDKztaCzy0r1d4P7UqrYM2bv3XS2/hctELJk4LulMDLjyuuszkAUVT1Gy4jv/9OQVntjatSgGt25dRpZB5w+M5YIpkk/m1W9fME/Vb7+CvSzfQi1ZBk0a6DaSROMmMW4/FIqtSmBOEZoQiBzfqR79NCA5w9QULsXNtp7B5gGLn2k5cfcFC/gGRTXDzfGCkF57ta89mAsAMpopDj+Oo22zumx8Nf/40g0gZTtcDBuL8lh0rsO+o85xDIeGto2Uh6xww0VdZq1IvjiYbr/f3mXrG48brte86O6GdZ1El7EWKQ1UVEIc1Mpd7AR3/Q1UckvmsmAemidNZULELRsw6F7iZNxw005palUbkfA/CqlTH6d/6OJCZ2kXQ3wttxJq7xt1n0HOfZqlLhAPOqlSkOJRWpRLhIHKKQwBQFAWf/exnsWfPHlx11VXo6OhAJpPBsmXLcNNNN+EHP/gBtm8XezOvX78eP/7xj3HTTTdhyZIlyGQyaG5uxmWXXYYHHngA73//+00/8+6778Y//uM/Ytu2baivr0c+n8fKlSvxsY99DP/2b/+GlhbxJOj1MyUkJCQkPMBPxh1VCOSn/HfIBmHL6aS71AtOU+LwbcAcojgcc6A4BCrfFU0XxMZQcJ3IXLnT+j1ERGZYVqWAOOdQRL65yjh0qD4dP8lu3uIpYMGF7HPsMg4BNseLHjs9th//uaacEJETbzwevnKiVOQ7MPd9HdhzLXDoBzOP+yQOOYWcmVWpf8VhJl/E/m5x8ZValaZmiMOjJ8V54JjoD5c4zE4AP/yE+LFSXjsvRL8/7Sgv5GrTqhSwL14HXeyxOndFBQQ3SnEhArDhFkFRBDmHFtmCgIA41OYx/4pDF1alXMZhsFalABCPKbj35i3YudZ6Xtq5thP33rwFsZhgLSQkDhf6U6BGpaBbSZgpC72SVpVWsvkBVZQVc/z5b7Dq1QlvJzAlvHWIcg5zVD0f/LUHIDxrRjdIpDQSKMrXHOfEkJ1ZqxKCqVbmci+opOKQrpFoA2S8zrzRwQ/Cyrg3tSqNSsahQ6cRJ/BFHAbgaCTCqNj63THo/saP4jCf0c5n2nwpwcNuT1cqAsf2s/flpoDvXFPeE0tIeEQkFYc6duzYgR07drh+3fz587F7927s3r3b9Wvf8573zOYWVuozJSQkJCRcQN/IuFFS6BsZkf0l3fAnG4AV7/SmZvOKIDMOS0WtQHXgG8BIN/vY2HFgDsmdGz0OjDsgDoHKdkVbWZUC2ufu+IT4PIjXATd8G1h/Ld+xP0WImSC7dJP1bAG8kOE7MeMpa0Umpz51uNAfJvmGc1fxf5ut4hAzG8AOw/8b0L6KtQLtf9X6mMJUTmQnzNUbPXu1/1ZfCVx4A/uYa6tSh1kn1KrUg9psKltgnGKNoPlmKUUrZDTCZLM9dQZIk470oAoQfpQzou+Ty0WqEZWCHYFgpSz29HkW566okO5UKW6KkIpWgPa+xnHIWBDJZ7SGgLrmcoHKRPl+eqcAACAASURBVHE4bkIQjk87zTikikMLApOzagxecQgAzakE/unGS3DJ538i1Hns2rECf3PdBYiLSMNSERjo4u8fOgxcdKN3BerZTACYIWjFYTWUbF7hwqoUKBPeonxeIywJbx0i4pBTWoQ0LvlxNIky0Rc06N9ayIjXRmfzuMEpDsnc4cd2066ZdEpgUxpWNIBb5wInzbSRVxzS8c9jY8D0CDDS4/043DgaidZNZhg7xt6mDcV2oOe+24xDvU7xq2/PNGqo0JqQL9XON5FbiYSggcawB7HaEx97XvtPb6aOku21RM0g0sShhISEhISEEF43Mk6sSuN1lbfl9Koyo7BaOALAj/4MWLyFvW/gEF8QarboBteRSIW7yaPe/bRwBAC9z4lfq8SADb8v3kiHlXEIiAPj6XdkRyZ4ta01WnsBmvVMQzt7n13GIcCShXQz2LmWzxC0g66cCLIA6oa4oja8fq1KTRWHhMDzoDhsSiWgKBCSh1mVPQ7dqrRJMevSVXkyOajNohfljP77c0qWLP+d0vEwqrA7lwK3+LT4PLNj0ZXiXY9p478VMUYRhA23GVKElJke1TqiRYWkt/+xOXFoQhCaEYocKDlkZVVaAcWhjtdOj5vSF21NdWLS0Gr+Tw9pauyGduvGERHidZXJq40aTIlDD4pDP0q2ahTTRZbSFlalgEZ477ltG77x8yP40lNvsm8XU/D1Gy/B712wUHzuGtFC1p+jxzQVO/PZIVmVhmXNeLaBIw5zgrWRcnYX/8NUHHJWpeT8nyT7mOYA9zEUfqIhzBB5xWFAVqV9JN+wsZN3vbGCHQnrlYDjFIfLnR8TIMg4dEEcmq5TVLbp81whuNwQvmYNNLVkgy5Rs4ikVamEhISEhIQl3FiwGTcydLOSM7EqrbQtZzwAxaHTheOpF9nbtIjYNI8v7lcDdopDwJw4LGTMrVM4q9KAMg4BfjNVyAgsLO2IQ4/nwhDJN+xYbU4cWlmVMsQh+Q471jg7FooXvuXtdWZwQ1wNksxD18ShQ6tSqjj0oDarT8axfZX4fOQUhzPE4aZ5FiTbIFu8DWy88qKc0SFSsnBWpbWiOLQjDiupOLQopOtK8evucfd5Qdhwm4Eq/Z78rMH2WC/azxSSvr+LWBIrQKumnPefcejCqpSOhyEShy8fNx+jjw0L5jan8//0CD8vUCwnbj9+lDO1DFPi0MTC1Ap+lGzVgGje46xK+fEoHlOwYTH//RRLKi5bN8+eNAR4xeEgaVZS4uGRqWFZM55tcKI4PNsbDijJRdfVgVqVkmZSkeIwLOjOBXZ7bjfNtDWnOPRoVUptSpdv91a7ECE7ocUBmK2bzOICSiUt2sIIt4pDUZOsE7gluM5Wa81SUWuU23Mt8HcLgS+t0f41xmxQFLJ8A4G+p6slG3SJmoUkDiUkJCQkag9eNzIiMorb7CbLn7HxemDXY8Bd/cCn39L+3TWjngmyWysIq1I3C0cr0KJNtWCVcQhom6FTL5u/Pi3OigvVqlS0maoUcUhJoo7zPCoODcfLEYdrnR0LRdAZQG6JKyP8WpUWHCoOPZJGt+xYIbyfZhzWQTsvLlth0aFKC65BEId+M6C47zMrVn3XAiy/TyV4AtTq3HVCYnltuAkDlHyxsz02omXR7HdrnnEYsFVpqcSPhyFZlQLAby2IwxPDgiKdm/l/egR4558B89az99e3aU1Rv/919v6oFHMrjSAzDv1kc1cDQqtSZ+f/yJS4yN437jDDqpWsQanLQao5XEJq6x3unh9mg0VUwTUTqPz5USvzuFfQ85+uq/38/TGqeKOKQ0Ichqk4BIJvpo284tBhRIEd6B518cXBkLB+CLjJfvbvidcBzQus34eCsyp1mHEYJsFVK1mJXglfejuWLK/N/DRzSkg4hCQOJSQkJCRqE/pGZtFF/GNmGxlaXM2n+Q2ZqEiWSGkEU1gFNI4s8tDd6IdMMcIs37DSsFMcHj8AqBbdiCLiMJ/hCcjGIDMOHSgO7QglhRDSasn8ucauxSM/YR8bPy22AzT+K4KuKhApwTo9EodBKie8EFdGuFUJcdaaThWH3gogV1+wEDvX8uckJQ5TSg4713Zi/VyLBoYhalXqQSlD4Vc5I1QckvHubLAqTTYEX9y2IiyckBlhKAe8ghJ2bjBjUwqYE4SBW5WKCmNRUhy6nf9PvQy8+3+x981drTVF0evxXCUOzc5RL2RerSnZaNNDIetYcTs6Lb72+sccFnRp89ooyeOiNvZBI0oNFlGF6Lyka7xacQ7wCrrep3sLX1alNntCLnIhRMWhjiCbac3cE6JCHIrW/WYB5FagisNFF7MkLF1/zFvvjIT1Q8CNEZvS1iXu13qiva4TuF2n/OjPzBV4gDflXjXhh/Cl46veXO23mbPaqBXCV0IShxISEhISNYxYnF9MffhH5hsZjoyaNFccVhJ+Mw79kilGREVxaJdx2GNiU6pDRBxSm9Jkk7X9n1uIFIduLSydZhxyXYsEv/gi8NPPs/fNKg4tMq704qCoUD7Xo1VpkMoJT8SVAa6tSh0Sh24JYrOPiym49+YtHHmYI7Hki5tjuPfmLYjRfFIjimRjGMRv4Fc5w1mcTfPkeK0UHK3IujAKYJZWpQ7P60rbcJseR1DEoZlVqUPikB6HmeKQU9OkQsuI6RvLoH+8fO1S/rlvPINM3rBG8Fo4omOUbtNKC0pnu3LIDKZWpR6vjVpSstFxupgXWJWK57jRtHiOdKw4pGtQOj+ESNgDiFaDRVShKPy4QNfoZ/u4Yac4D1JxSPcBnOKwAsShEX6baWvNqhRwb1eaneCz5/VGZ52EPf+97OMX3+SMhPWjMKONGG0ubUoBbxmHXtYpmTFrBZ4X5V414YfwzZHxVa+R1JoNOlB7hK8EAEkcSkhISEjUMgo5YKSXvW/+BvPncxmHaXEuR6Xh16rUL5liRK0oDkVkmRHpYf6+KUIcNgWYbwhULuPQadfiyV+xt91kHHLH3ajlX9KChhMEqZzwRFwZ4Neq1Clx6FFxCADNqQT23LYNn7iyTNRmVfY4ti5tQnMqwW8mrRAEGeRXOUNJQdH36eUcqwasCthhEIeWVqUu7BMracNtBj/nosHK0L9VKSGHCtPiAiGdf4JsOCF4+Tjb2HH+ghbMaWCviRMjhvHGa+GI/s662pJek1Ep5lYaZuQ2tVF3ilpSsnHznkBxaDIejabFBfbTjhWHC60f9/r9u0FUGiyiDDrH0bXIWU8c2qzlg8w4LJL5jMs4DNmqNGiYWpVGZK4RrUHd2pX2vQpmXm5ZxBO8hiYoAMDYCfv39aswo4rDOcvdvRcgIA4dWJX6qVNQBV6tZiX6IXxpY4Y+9wRtgx62ArAWCV8JAJI4lJCQkJCoZYz0sHaVqTnWGyhaXM1NRSNfywtxaFzc+SVTjIiK4lCUcah3qX3nGuAEIcXaV7G3RcQhVRwGaVMKVC7j0GueZX5KO+etyCYzxWGyEYAKNLS5/9wglRNeiCsj/CoOzTIOqVWPz/yzeEzBio7ysWaJ4lDRP48SGlYIqsjpRznDZSMJUCuKQ6vv0wdxbAqrc9erCidsG24z+LEqbSzP8RNZM8WhQ+Iw2cCPuSK7Um48DE/19BtiU3rR0jYsn8uOJ8eNdqVeC0eUoJGKQxamikOP524tKdlEDR4OrUpHTBSH/U4Vh4kU0DDX/HEvGZNeEIUGiyiDUxye41alFH6ah+ysSieJVWmlFYd+IfrulFh0bOpjgmNxSxye/DV7WxSrMmcJe3v8pP37+lWYjRLi0JPikGYcOhjb/dYpjAq8MLMSw4JfwtfMqjQIG/RKKQDDJHyl5WnoiMjoLCEhISEh4QHUBqRjjXWulEjFFkmrUpOiZ6moLZh/9e2ZBagKrQP6Ui0b4czr/o+lNSLEIS0OZSe1LjSzBedIN3tbZFU6Re5rCpg4FCkO6W/r2qpUkHHoJ89ypMf68ZyZ4rBe+/5ptoodwlBObL3DXnFqhopZlfonjs5Mlgv4NONw9jgqrTgEysoZJxt3+vvbEVSxRPDZgGEhUorDkO37goYfq9KOshLXd8ahomjHMm1oNMmM8mp0atMYouLwN8dY4vDi5W2YzBZw8GTZRpXJOdQLR27GxJWX8o0zhYzWGEEtjqOiAqk0zMhtP8SVrmTrekxTE9B13LaPAOuvrT4pJWrwoIS6yVpmzCTj0LHiENCcL6YFzV9A5YhDIxKpc/c6MAOd4zji8CxvOLBbywdpVUobXKuRcRgkRGuZRH201n7xOnYv7sSqlNmjk/k4kdIeN47tnOKQkHoizBJwbshDg8KMUxx6IA65JlkHikMv6xSKF76lNW14Ue5tvN775wYBP4RvIsVnqBrnQbd7YmMzZ3bChMybUQD27C03M/ndQ3ohfK1+N6ua2NY7tL1qtddSZxEkcSghISEhUbsYOsze7jjP+vm02JcXEYcRUBxSWxrAfnEXFFoialU6PexOZSckDulmO2B7H9FmSiGLVrvsOzsS2W+e5XC39eM6AUaJsPQwMOZS5RiWcsINcVXfxlqzulUCJhwSh5zi0FvGoRGDE+XPyoIqH6uoONSVM3ado6LfPxbXOstpbtXs4zWkUqg0cWiZcViFYrofmKm5nGBuWV0+7teqVD8WI0mRFSkOyXXmU1FMUSypePJQHx58vgcvdLOEyUQmjyXt7HjCEIeAt8KRrrY0zjHZcV5V7UQlfDYi6IxDHbqSbeP1mpogO6G9Z5SIKVEDHXcNhKQ4BDQ1bP+r4scqYVUqYQ+6NuKsSmtoLveCMK1K6XdnHKNLRd49pdYUh/EkP/dEafwDtFqAkRCzUxya7tFn8NoPteZLIwHT6sGq1GujkP79BqI49JBxCPhr+gS0vW9mzLtyr5rnmF/Cl7MqNcyDXps53SoAb37UHxH3wn0un29B+FaS8JQAIK1KJSQkJCRqGZzi0I44rFGrUqeLO6dYvsP8sagqDs2IBjOIiEPOqjTkjMN8RsvMsnoOBac4JOeC3zzL4aPWj+vFQdpB6qSjVMf8DeFmALmxfGtfwd7nV3GoFsX2KSErDnMqGSP04j7dTFohyN/CTwaUFRFRS8XGOiurUv/EMf95FgXzWium+1Ecnn5l9hqcMFEWTmTyUFWH4yRVlomsSjnFYXAKz8lsAbvufwEf/+5L2N/Nq6y+8HgXftbVz9x3nBKHXvLzdLWlEZkxgeLwLFcOmSElIg6VYNW91bIKtkMszjc9UZiMcb4zDgHrnMNaa5I4W3HOKw5tmkd8KQ4t9oTpYXY/FEtoDXK1Bvr9hdFs5QdO3UYA7xaM1Ko0PeSMhPMaF6CqwSgO6W9H97lm2HAdsOoK9583CxWY6IMvq9Zqwa+lKG3MMO6tnO6JV13BNnMGaflqZhU6GzHzHqD3OWefpcNo1UrfsxYzLmsckjiUkJCQkKhdDL3F3u60IQ7pYjeXjoZVKZdnQcgir5l2Iqy+Erjx38VZEsnG6GxA/So6hIpDQhwGbVVKN76FEDIO/eZEUEtXCjPFoRs0doafAWQkrkRE+Pvu1x6nmxjXxKGgoCsqILj9nR3gzET52Dmr0moqDnV4zYCyKqjVFHFopTgMgQg4S6xKiyUV+046tBIV4Ycf1zr3sxOmysJ8UUW24LDZRESecW8oynz1j2JJxZ0Pv4i9hwctn3dkgL3OOcWh1/w8SppmJ3jFYdQKupWCyKo01RItO70wYTmGKa6Jw8HJLPJFh9eklfNFDY11ZzVsMw7PduIwRMUh50KTR7Gk4vGDp/FXDzzNPDSMOXj8UD+KJR8NhdUA/f6i1jzhhjj0SsCkWvg995iDnEMvjUIAMD1CCCgFaF0ifJklaIa3aL8oIpJiceCKv3b/eUb8+FMeXqREQ3XmJx+ejq+0cZFr5hTgmi+y34MXy1cj7LIRp0e1tfr3bgWOuSQNAZgSvrWYcXkWQBKHEhISEhK1C9eKQ5pxOMl310dRceg6005Q2DKqgBratAwZipZF0SmKxWL+OsupuhDgyUSa8eQX3GYq455Qol3+KumU89K1aISt4jDN/usFZl2CQUMnrm77L/66XXmp9rjfgn8sDu56Ev1ttOM2gGL74GS5UJHjiMOZY6hGxqEIbpQzVgqmWrIqtVL52VkSe4GlVWltFNN1dd3/eMpBlo8VZjqJpzLm48y4SdYaB2pJKbIqpQR9QBmHTx7qsyUNRTg+nOYVlV5UwJQ0zY7ztstnOwFghniSny+iUHysFKyaOJKNwrVivljCZFZM5qsqMDDhcF1gpTg8l36DKMNWcVhDc7kX2CoOg7MqzeVzs6r0kyd7mcdOFVrw8e++hF33v2B67UUSHHEYsQYVev5aEYd+CBiaczjuwK5UbxRadLH182ijEFUbtizy5ihAz319n2tHJJWKwJGn+fdzg2PPu3+NUblXTXglfAF+fBXtP5hmzgFg8SXs4yd+Vf5/L7Enxr19dqJMCvbsRVkFOmMV+r1bgXsu9tn0bkL4+iU8JTxBZhxKSEhISNQmMuPAJGvfhblrrF/DFVdV3pYsasShp0w7Q0ExkQI+08tv0uYsB0aPsfeJyMRqoq7JHTFixFQ1Mg7Jd1yY1vLcrJ5DwZ0LAosNPzkRdhmHuiWfH8WhMdC9ElAUzXZ24nT5vqlBLffFb8FfUbQxwdhgQO2NAV7ZGIjisPyZnOKwaEIcNi8EJvvEbxgVizepOPQGk0wx7Vgi8ttaQFfXPXd4AB+Mdfl/w6PP4LLiRXgC24QPj2cKmO/EEZUShyKrUq4BIRii9qF9vfZPEmAqV8TwVA4dzeQ8c5ufJ/rbaYE0CgW3SqNU1LraaRPX9LBWAN1wXbiK+ijAapx2qTbU0TeWwZI2B3Nji4Vlfg2MdecE6LjAZRye5Q0HFVQcPv3qSTw3OIBrYr/CXyS+zzy2RDmDa2IH8OThrbjz4Rex57ZtiMci0gBqBc6qNGLzDKc4NBnb/BAwiZRGHBrzXJ3kHALavH7hDcDpl/nHGuYC130VWH8tO08FkW8IiDMOnWTOrdgJjPtsGvMCo3KvmtAJ33+8EMiMmj9PlA9Px1e7eTCR0hrGTv2mfN+x/cDmDxvez6PlayzhzCp0esTl+xOICF+/15uEZ0jFoYSEhIREbYKqDVsW2ec8xZP8ZoAubKpRuLYiDv1m2rWv4hf5Zn7vZ7rKXYFRgJ8C0fSI1uJuBGdVGnTGoUBxGHTGIeCua5HmV9COU1o41glDNxaYHKpgC0PVo7rilCMOPZxTdLNBVcoAr9LxSRxmC0WMGRRTOdVMcUj+PjPVdV1zdArdZw1xaHEuhZJxWNuKwycP9eGlw8exJ/n3+ELd/YG854fjT5k+ZpZ/yIEjzwRWpSEoDjP5IvZ3CxpcHIKzK6VwogIWKg4j4MJQTRg76SmJmp/W7p+xyj2rYaWYMjn/x6YtVDnQiENHsMraroGx7pwAHVfONatSuyZAX8Qhuw4aHh3FnuTf4966r2FdjLWybFemcG/d17An+fd46fBxPHXIpHEsaqBrJD8KzTBAlXhmikM/BAzAKw6dEocASzga0TxfHBcQRL4hwJ/7+bQzIql3LzDSw94nipoIElS5V23E6/j9oo66FvN8eJpn72SPvXw7e/vYfsNneYk9mdnbBxmfYwUR4ev3epPwDEkcSkhISEjUJmi+oZ1NqQ5adOCIw2ooDi3IIr+Zdu2r2Nt6UaxX0LE1dSZaRTE/BaJSnv8bwrYq5RSHHqxK7WxrAXd5Vhd/iL1PJRlDNN8iP1Mg96M4rIYtDCWB00MaAU5JPi/ZZE4si+j35dN2aWiS/Qw+4zCr/X1UCdVhorqOkr2b1RhbS1alVsRhGOe/1XhYAyqch58/inuTX8Vl8YOBvef22Ouog5ggNMs/5CAizyjodRYAeTGVLXC9LW5gSxw6Ac3xy4zzY+a51KVdKjorgM5Y5UamySoM2FmVCjBipzgcd0gcWikO7RoEJSoDW+IwuLk8ky9iaDKLTD5C15vdWt7PXpLk3v9u7De28+Zl8YO4N/lVPPS8TRxBVEDHkKg1jdHfzyx+wQ8BA/B7MDfE4enfiu8fPcY3zur3GxGU4jA95J1IiiWAlZd5e60dRMq9auPUy+bEoVrSSE5RkydnVepgT7fsHezt4beAyRnnJS+xJ/re3nV8jgeYEb5+rzcJz4jQVSQhISEhIeECQ4fZ206JQ2oxRu0iqkIckg2TkSzym2k3d7XhfWusKOZ3oWckCgtZviDcFHbG4bQH4pCSyCa/gTHPipJUiy4udy02L7D+PGpPqx+vH+KwGrYwlASeGhSrJj0Rh1RxKCiOBqw4PEOyoIRWpaK/rxaIQ6tMlagVj6yQbOCtiHWEkXFYw1almXwRbceeDJQ0BICYoqIZ4rFq3LHikJJnDhSHAViVNqUSviKFT4z4sZOegVBxSBojoqYECRNuOumPPgN0PRbu8VQTllal4nnU3qrU4TnbNI/Pe9YR8bHunAEdF6gixudeqlhS8fjB07jxvv3YsPsJbLn7aWzY/QRuvG8/Hj94GsWSj66LIBCqVSm7DlocG3b0ssviBzHn2FPIFiJEsIpQKvL7sd7n2Cy8asOpVakfAgYQuMI4JA5zaWDwTfFj+TTfKAvwxKFXxSEd/61sN+3Qs1dbR79/DzBvPftY/Rx4bpz+w/vEyr1q49g+88fyU8DYMfFjbq1KAa3G0bGWve+4QXW49Q779zBi20c8xue4hBXh6/d6k/AMSRxKSEhISFQO+YxW0Kd5YF5ArUo9Kw6jQBza5Nq5XdwZMdegOKy1ophfVUd6ZrNdKgK/+S7/+L9+INhNaiiKQ4tj0/OsGona7g+/UbapaWi3/jza2T+bcUjULG3Lrd9HR7VsYSgJnB4SFPsbvXWeUjJL1HlMvy+fikNKHOYocQhoeVtGJBv57mUdUdo8WyoOayh+XVHMN++0iSAI1LBV6VS2gJtjPwn8fUuqgkmIx1THisMqWZXWJ+PYvsq7XfaxoQAUh3RcyIwJFIdnueWgEW476V/4VjjHEQVY/e4m481I2saqdNxEtUMRi5s3PUniMBqgaxxKBPnYS01mC9h1/wv4+Hdfwr6jQ7PiKVUF9h0dwse/+xJ23f8CJrMOx/gwYNeE5mcv6WMddEvsKUw6nfuqAd31RqSW69kbHdcbJ04jOrwQMDq8WpUOvMY7yBgxIshPplalbSucfRYFXd+akapO0f1zjTx871fY+1sWwXNUS8d50YlnMMKKOASAgdfF93OKQ4fz4HKiOnzrmXINzk3sib639xufY4Wm+eZWrUb4ud4kPEMShxISEhIS4aJU1MiZPdcCf7cQ+NIa7V+/nYWUOOxcK34eBS34RZE4pItwN4s7WlQxWpXWWlGM/i12xXGqnpgeLm9S//Mv+OcHvUkVBcZzFpYBWJVScJ9h6KyzIw45q1KdOCTv+bYPOLNGrZYtDCVPpwZ5Ms+L2hAQZBwKNsm0GcKn4nBwki2w5hFHSSWdt7SjuK4JaFkofsNIEYcWnZ+1lotkNib5JI6FMD1/lXAyFQNEU7yA7TGTgogP7C9tEJPqcJFx6MWq1OtYQnDLDo+FO4RkVXouKw69dNL3PGtuYVfrsFQcisebMaI4bGtkr03HikPAYi6TxGEkQIllqojx6B5QLKm48+EXsffwoOXz9h4exJ0Pv1g95WGIisOM6n0NvT32OpoTEVDsiVBLrjec4tCCOPRCwOiYQ/Zg4yfFNqMUZjalOkYFxOEoJQ4DUhwGgRe+pSnNjUgPw7Pi8Ezw603fKJXYnEGAj5MZeE38Wjq+Ot3TLd3G3v71v5RrcK//WFN6utnb+43PsULHGnE2J4Wf603CMyRxKCEhISERHnTS5nu3aiTNbJeS6o+0UVUfGYek6MBlHFbBKs8q41B//AMPASts7BlWXcHfpysOa7EoRovyImtGKMDKnVqXGg1ZnzpT2U0qLSQUMkDBr1WpA+KQ2mQayUlb4pBalZooDhvay9aoK3eivHEwfP/VtIWhxGFaYFXqVSXEFRAE14Tb39kGVHEIKMiBkMppojisazbPhooScejSqjSS+UY6KkkcxuLi961rhi/PywqgvjSNmBJ8gffB4u+ZPhas4jD4jEMAuPqChdi51pll9sXL2OMMhDikpOm5nHHoqZNerb4yJix4sCqlisP1C9l5x3HGIcCvTXScg4rDSM6BnOKQZhx6awJ68lCfLWmoY+/hQTx1qM/T5/iGLXHobQ1QLKl4+IVTnl4LaPbdqWIAc0MYqCXXGycRBTrc5M7T5sqWRazlfT7N1yVE6HvF+nFqS5qb4l1KqNrRKcJoVOt5ll+PpIeAFb/j7f3MlHvVxJnXWVvXeAq46Eb2OU4Vh3UO9nTZCbHbkrEG971dGnk4VxBz0baS39v7jc+xAq3rmcHP9SbhGTXkByQhISEhUVNw21l486PObSUm+tjuq1jCuZUiLfhFIuPQgcos1QJc9T+Af3kX/5gSB973HY04+8o69n49w8BPUaxahUM7suP6fwY2va98fG8+yT7e/Uv3m9SN17s/Th20UJCf5q1k7DZcNNdHtSkUqaogX89wHEEpDpMNZWvUjdfPZEZOaL9RFArLTqxKvRYcnVgWUcWhz4y7M5M8OZlFEvUwFC84xWGzhb1bhIhDB1alxZKKJw/14aF9vdjfrVmVKQqwfVUHbtmxAldfsBDxWATIMrNzKgziENDmL3q9R9ymFABQ1wwVCpQALY5Ozt2OJ0+93fTx8WmvGYes4jCTLyKemWR1jQF13MdjCu69eQtuu/8F/KrHvFi4c20nvvCHm7Dzf5fns9Nj08gVSqhL+CiKiBSHdN6NwvheCcx20rs5R5VoNWUECS8Zh+SaW7+wFfuPlovV/WNZqKoKxUmjg5ni8BwhDiM/B9opsjw2YT60T6CUssCD+3pxzSaThqkwEU9q6xWz5j4fxGnXQBomQnpbqFCgRHVM8uJ6QN/XZwAAIABJREFU42dP5gfcut+miVbPne96DPjRn7ENSPM2AFf+d2D9tXydI57UyMPxk+X7xo4DjXOtP48qDudtYFV2VHFI1YaNHd7XjqGsb1Xtu1Hi5X2vWtSItV4PmXpnuoI9vCBw9Jfs7aVvBxZfzN5nShxSxaHNPKjX4E4csDmmZzTykJLKAPC2PxJff1vvmBEDBIypAW39TdelIujX20N/CHT/gn98zlJ3dUUJW0j6VUJCQkIiHITZWUhtSttXOt+k0oIHZ69TBeKQHruZ8m24W3y/WtQWn1zw+dKyuseTvUSVi2J2m5pVl7FFTbrRcquw9GvNKlIc+s44tFHNFPM8OZlwQxxSxeE0++8MJopJtts9kdLIuqgUlRsJcTg1pAXNG+G12G/XeayqAsWhv401tSoFgCzI2CSyKk018127QLSK21ZjbDyJwcksPvSt/dHON9JRyYxDAEgKxsQqWPe5VsAE3aW8+kr8cN3fQzVsZWkR3bHiUGBVWiypePzgadx4335s2P0EXu05zTylmAjOqqs5lcAdO1dz9ysKsGN1B+69aTP23LYNS9sb0Jwqzw8lFegenORe5wopqrYc510Gas0+2Cu8nKMrL43OHBg0rH53E/X+KFEcnje/mbkuc8UShqescxBncQ5bldZExp8deeBh3Mjki9jfPWT/RAP2dw8hW6iSEtNqTelxXHhoXy/yqo9id1THpFpzvXFjVapDb66cfwF7/7s+Z23BSBs4x06Knzd7LHmgn1habriWvU3rATTfcI5Hm1JAW5z4bI4UvKnm/kCbQJdsdm5LacRARIhDY1zPk3/NPtY4F+g8n71v8E1+j1ks8HtMuwYatzU4kcqVfqYON1ahdqDX2bBD1SGgXU9mdaKxE8DEafFjEp4giUMJCQkJiXAQZp4eJQ47HOYbAvZkVFWsSh2SRVYLqv5DwPBR9j7dphSozaKY1W/VMJe3WaF2lXSjZAe/m1SR4tB3xqFNQUS0sDceR6qFVzEa0Uo6tYs5oFiASqxKP/3DI9iw+wnceN9+PH7wdPVyZcwgtCql9oJeiUMyJtBzhCrAAP+KQ86qFA6sSmeuF1HBtUaIw18fn8Tb734aB7oF3a8GVD3fSIdZETvwosoMROdwhRSHlEzbcvfTrsYEZesdrj7vm/n34vnixtlsz5KqYGjeO2atk4YL7Hm0sJUdf8cdW5W2MTfVzBh2fecAU7RvAHs9fuHp3kCL9m/2sTZU7920CF3/8934t49uxzWbFiEeU1BS+cy4q7+619+YLFIcnqtWpYDWSe8G2z4SznFEAV4UhyTjsKOpDgta2PPn9JhDu9IWkVWpEk6+VoRQMxl/VpbjgCficCpbcBTvZoSqApNOx/qgYdUI6IM4LfgwhVOiOibVmhU0Rxw6dDAAgBJ5rp3qie5lx05YP3/wTXaermsBVl/BPkcnDnXi6r8IaTV2XLvfa0QHPfeXbff2Pjr0egNtAp0edmZLSaNcxk9w7hEVBxfXQ/D6j4Ef/zm7hi/m+FoObXCHYr/ud1uDE4E66ejQrULd1N4YGCJOlhDXEKd2pTqmzpg/duSn7g9NwhSSOJSQkJCQCB5hdRbqC+Bffom9v+8V5wtgW+KwGlalNNfOZINitaDqPwSMEEUiDd2utaKYVUfd4ov5XC9KHrmGz02qMOOQ2ogGnHFIr5lEPfu9KIq56jDZyBXNAWByahxvnhhg7sugLlrd7hRCq1Ky2fJqcUYL57TzmJLDSsx3A4KIOMyq5D2p4lAnsaJOHFoQEQPpkuljFFXNN9JhmnEYEtkiKppXwLovEAWMiy7lXxY34YvFG/Gh/F1Yn92DzZlvYH12Dz6R/Pxs5z5VFC5pY8fW8Yw3q1KlVMCvjrAZU41gx/H9xzOBFu1f72MLXBcva0MqUZ4L9O//xAjfKOJrTObUlhNAgVoOnkPEoZtO+tVXAuuvC/d4qgkrYsg045C95uY0JrFgDkvo9zvNORTNYzWQ5+oXNZPxZ6s4dL8GakolXP+8igI011cpfclsPR+v83Se6sRpAew+YER12BwU5TGp1lxvnEQUmIGSjDGba2EOVRzaNL2eJvmGCy/UnJeMGD2mEWc6cTVMGq7TQ9r9D9/gbd9Lz/2r/86fCk2vN9C93NRg2ZbynZ/kX6cTULf+iM94P/OG9+PxC6dxPd0/55t7B4ialP4+qRbr8cVLDU4EM8WhfgzzN7h/zxW/A3z6CLBrJhqmg2QrUtLUDlMWc+WbT2qPmxGgEq4giUMJCQkJieARRmehsXNrnNh4jJ90vgCOJHHoUHFIlZZG9L/KW5nOJfZntVYUsyqIL7qIv883cehzk0oLKYUMn7MXNHHIKRoFRV4z4rC+Tdt8kCLgX//7fuQz7HFPq+z7Vr3bnaKhHUxRolTgbUo8W5XaWBZx5HCj7+Lm4CRfpMjR0BtRxiEANEecOLQoKNKCmR0edJmHFDhMrUrDUhwK5q+QFYeBKWBicQxd+y/4ZXGT5fv8srgJd+Y/NWtDmkMSw2hFDknGlm4iyxbnlrSz37ljq9J4klOItoBVKzcoLJGfRirQon3XaXbdsn5R+XoNVYEkynfkFIfniFUpUO6kt1snrb5Se17sLC6leLAqHSNWpe2NdVhEiEPnikNBbl0t5Ln6hJeMv6rAbq/kYS9Vn4xj+yp36/jtqzqYJouKwmxN6bHZQidOC6REe0RdYjtvRn5MqjXXG7uGQSvQJmY7Ep3ahtIaB8XJF9nbiy7SxktjLaGQAf71A/bE1dFnNILLrfKQrnEVRSP33v+Au/cB2HpD0zz2MV1RFosDbcvZxzb+QZmAisWBeevZx8+Y5AVWAq/+h3Or0CxRRtKcQ7dNsJ5qcAJYEW6qCvQ+z97Xsc7+PXufAx69o3y+dZzHPu5acWixLn7jP4EvrQH+bqFmFetHYSshiUMJCQkJiRAQdGeh084tJwvgSFqVOsg4VFXrTiyR4tBoVQrUXlHMKstm0cX8fZQ4dEsU+d2kisgCtWj/HCNcW5WShb3IItGMOGxoEx7TK919nDXfNM3XQ0QUXzpicT7jkmZ8eLYqtSEOOfLWX75dOlfglEONdXFkOeJQYFVaKgpsbQAc+GZ0Nk0WRbW8S+KwqvlGgPkGvqKKw3CL6UEqYH7RM41d+c/gY7lPcTakzxc34mO5T2FX/jOYgnicNNrSUWJwcRt73U04VRwCWraOAa0KSxw2kvEwPdNIEUTRfjpXRPcQ26ixfmGZ0AtVgUQVh/kpfjw7lxSHQFnd8EcPamqG2bWswV7r5kej1YwRBqzWwg4Vh22NSSxo9ag4bF7A3zfZd1YXAGsq4y+EjEMAuGXHClfP/7DL5wcKs+/A4/yvE6fUqjQGFbvyn8Ff5VgXGFXF7Lw5cP13oz8m1ZLrDRdR4IY4pIpDG0WsE6tSY1ber0i0i95gSt/nGCF2zHD0GaDrMWfP1UH3svmMtg9b+y5370PrDRxxaFj7TJC1TSuxs6YKuErnHBp/o/9wea4bwSkOyZ7OLufXUw1OAFEMh44zb2iRIDpiCWDoTWfvazzfqOLQqkGeIp8BckQsoIjqVqpmFetHYSvhw0BbQkJCQkLCDHpnocjT3QxWpI3bkOeumQ404bHVqOJw6gzflWbE0Fu81zu1KgXKRbGux7RcyZ5noXWmKdpvsO0jwPpr7TMZKgGrgrgTxaHdZo3C7yY1ntQsRyhZaIRdscUvcZgUvL8pcThzf7IJQLlY1Ygsp7CZhvjafHBfL67ZJFAGVAONnawKjyMOPVo60jHBLuPQp9pscIItULTUJ9DZnEJ23EZxGE9qmyLRWDn4hrZp0jfp1SwwWYyxedXdNasTSanmKo1XplallVQchmtV6kUBYzYm/KxrACXE8ERpG54obUMd8mjGNCbRwCtqBTDa0tEMw8VtHhWHgKa8mywXpVoZxaGKBrDXpD4e6kV7P4qXN/onmFyvzuYU5hly4YL8/jnUNWmFFtVgEUw7uM8lxaGOWFxbQ268XhvvsxPamHku5T1aEcYC4jCTL2I6z65XPCsOsxPA928XP9azV/svCnNZwPCT8VfxOdDuWvDYhHn1BQuxc22no2aJnWs7cfUFAoeFSsGsOdHHOHHLjhV4uIf9LeMoooQYDqgsMTKMFnwofxcA4H0nJ3HVnHCaiDL5IqayBTSlEqhP+jjPdNcbJ/v5arve2DUMWoGzKrVZ17ZSq1JCHGYnrJunf/VtrQbQugQY6XF+nEa88C3zuokIdI2rNxzRXMFkI/CH33Beb+CsSg11jUlCHFI7a0ocVlJxaPcbuUE/IQ4pOWY353mpwYlgRRzS9042WteoKPTzbS61KnWhOEyTOcKu/gKUBQY3PxqNOlcNQRKHEhISEhLhYOsd7hYtVqSN25BnqwVwJK1KHdhTUvuG9lWasmh2Ua0CmTHynJXmn1cLRbE6k8VxfZv4b2sgirPcFLDqCi1DwA5BbVKTDWLFF6BttOwsLJ3a1uqgViIiYrKBzzEEUM43JERXA7KCQrn4ugiicB4YKHFMicPArEpJUcDJb+ACZyZZYnJeSwpzGpLIjtkQh12P86pjiihsmiyICLdWpVXNNwLMO39FBH4QEKlmQyQO/Shg9DGhWFLx5KE+PPh8D/Z3syrZeW0tODnqvMBstKWbmCZWpRxxmIeqqlCc2AaLFIczBfx65BBT2Gp+eoY4DKJo33WaLbZsMNiUBvH9W0KZcXowrh1oA9K5pjikSKSitzaqBFxalY6R6zGViKE+GXevONQdRuzWbTZzWWBkRwWhW1W6IQ+rNgfaEofe9lLxmIJ7b95ia8+8c20n7r15C2KxYDMvXZ03VhmHHnH1BQvxmyVzAcMwnIRWDKfKd2ND3ysnRnHVRoFK1yP0efuhfb3Y363lGiuKNgffsmMFrr5gIeJuv3vd9caOYImC643dut8KVHHo1qp04jRQLADxhDvHJZG9s1P0PKvVA5zOdZzicKbZipJHqVZ39QYzq1IAmOhnH6OxDPOo4rBCxKHT38gpho9qRKz+HVOFnJM1v9sanAhWVqW9z7G33ZCGQPl8m7sKmjpyZtKbHtHcdKiDkAh0rWpHGuqwExhICCGJQwkJCQmJcBBUZ6GXkGerBbCdXWFVrErJdCzaoNAurI41Gql09Ofi92xeYG9nAUS7KGZG8i66SEzANbSBWYCqReD6rwMP/YG1/UWQm9REvTlx6ESJRm027IhDGl4uJA5tFIfkmmhQspxVaUYVnyNVV3wZ0USJw+Psba9WpZTo4qxKWVtDv6TRmQn2u+9sTqFJZFU6TaxK7UhDHdXeNFlalbrbmlQ13wiwUByKzwHfxWyRYj4Eq1K9aPidZ7t9KWAmswXLAvDJUYe2hTMw2tLZKQ5LKjCVK6I55eCcIpadxozDJrDHmFUTs1ZyQRTtu/pIvuHCMnFYEQVSag5LHGZG2cd9NkJI1ChcWpWOEpvS9kZt3lzY6lJx6MNhJBSyo4LQrSr3HXXeLFC1OdCuocAHedacSmDPbdtw63cO4Nkj/HfxtQ9cjGsvWhzYb+n5vDFb0/vYU8VjCv7i3RcADxneboY4pOvytGFd/vIJ0jjqA2bztqoC+44OYd/RoVni1tH8akStuN7Q8c9PxqGd4rBxrtZYqu/n1JJGHrYtczce0lx3V1A1gsoxcUjmAF2dRhWHxhxlJ/UGN1alLYQon3c+e3viNDA9at48GxTc/EaOoAKnDwLLt2k3OatSByp7NzU4M9D6wuzhqe7rcvybaOdbU6dmsTtm2K8PveWQOHTXVMfArcJWQhKHEhISEhIhIajOQk8hzxYLYLtOrWqQaE7sKSnxNXeNtrExIw5FNqW1BjPiU2RTCmjnXEM7S6gUc8CqywTEYUibVCty0AlxSM8Fuw462hEo+gzbjEN2A9iEDOoVtghopjisuuLLiEZicVMklqJBWZXSAoKTnEkXECkO6+Ix5Oiy3Y5UtkI1N00WBWm3xGFV840Ac1W0gWwJtJgtVBwGSxzakX120MeEYkn19T4U1JaOZhi2NSTRVBfHVK7IPMdRYbOeEIeGjEMr2+YgivavcYrD8rFURIFU3wpY1ZzPRatSCZTidTBrpdp/Yhpbz1OZcWs0zc6LbY3aOL9oDjsf9tsRhx4dRkIlOyqIW3ascEUcVm0ODMmqdPblMQXzW8VNC0vnNgZGGvo6b8xcLHw61zTWs9+tThw2krkoTRSHjhX2FnA6b+89PIg7H34Re27b5k15GHXXG0qM+7IqtbkWFAWYs4Tdp46d0IhDt+OhZyjubJ9pg+Ss4pAsJmiOsh2sFIecVSlRWNa3Aq1LgXGD1euZLmD5dnfH4BZB/EbJRrYJ9Tvv0jKVt97Bq/mc7GWd1uAWbwFOvSh+zExx2Pcq+7vEkrzK1haG823uapY4HH4LWLbV/i2o4tAN3CpsJUzXgxISEhISEv6hdxZ2nCd+/L3/oD1utVj1FPJssQC2syushlUp3WA7sSrtOA9YcKH5e86tceKwVASO/tLksYJ59h+1q0wP86The74C3NUP7JrpVA+ys9VKneGFOLRVHFLSSrAIdkkctim8YjJjQhxWXfFlBM3GoAjMqpQqDklXpu+MQ0IcNqfQ1phE1uQ38AR901QNWGzU3FiVVj3fCLBVHE5mC9h1/wv4+Hdfwr6jQ7MEkF6U/Ph3X8Ku+1/AZNYhCSxUHAZnVRoE2aePCU8e6guUNDTa0uUKJWQLJeY5LfVJtNSzc6njnENqVWpQHFJ7OGOx1m/RXlVVzqp0/cJyoU1XILmB6zHZrrB3rluVnoOYzBbwH78dMH38Cz85xo1bI0RxqBOH81vZ82ciWzAf7zw6jBRzGVdkR7HkthmxctAz/pygqnNgyMQhoI3zIhw6FYy6zi1Jxp03ISgOAaCosPuABIr4/sd24P6bLmDuzxrmotF0HseHTRRCLuBm3t57eBBPHeqzf6IVEilt7R61Ar6fjEPOqtRBo8Kcpezt8ZPexkOvWHmpu9+A7qfMMg7r3RKHJhmHxTxPFDULrHnnr2dvn37F3ee7RVC/EXWuATSr0e/dChz4Jnu/U4JXr8H90YMaCUmx8XrgHR81f71RcVgqAod+AOy5Fvjmpezz2leI398KxvOtg+Qc0nqXGfwQh7rAQMIxJHEoISEhIREulBjvS69j4SZ70kYPeXYDqwWwbcZhNaxKPWQcdqwGFlzAP09HLSsOsxPAwzcAP/pT8eP7/1l7XLTo44jDIf67W3JJeJtUK5tKT8ShjeLQidrNjDg0yTjsALvxy6oJFE0Inaorvoygvz2FV6tSWkCghBv9DXwShyLFYVtDHXJqkCqJKm6aLJoz8g6Jw7DyjVzDbD5J1vsvSjr9vAAVh0GQffqY8NC+XlevWze/GTtWi6/hz19/IaP2oGrDRExBfTKG1gb2GhmfdtgFTa1KFXPicHrGHi6Iov3psQxjuZqIKVgzn/09b3E5xroek+0Ke1JxeE5BH7eODJkXyqeR4satsWmiOGzQzpv6ZBxzm9hz6NjQlPiNPTqMPPPKW5UlO0KEnvFnRx5WfQ4MKePQCDPi8GBAtpy+STJT4tCfvfOJUfZaSipFXLK8HckSOxfFUuxc8fIJYjPtAW7n7QddPr9mEKhVqYO6AiUOh7s9jocese0j7p7PZRzOkEyijEM3oMRhZhQo5IBJ0siSqOcavlAq8nvo//q0RnYd+oH9ftoLKvEb0RgKJzE0OnR1767HgKv/F/tYZkw7z8ygKw71msz3bhXnJg4d0Zq03cB4vlFxAY3mMUPaz17FpcJWQhKHEhISEhIhY/QYkDMpUFO/ejNsvcPdZ1otgO3UGdVQHHJkESl2lkpaWLYRHedpfv6KSaF97urgjq+ScBME/8gt/EaAkkdjx7XOTSPMFLBBwMqm0omFpRMS2QhO7eYl45AtPmyay36m0ZrPiEgovoygVqUUgVmVkuuT/gY+i0Y047CsOAyyqaGKmyaLMbag2hOHl63txJ7btkXDbs7sO0zUB9a5n8kXMTSZRSZfFJPfbooINnBbNKTQx4RMvoj93e7yRw6fmcSe27fijbvfjfMXsH/Toy+e0P7+GVAlYUt9Aoqi+FAcssWt89vKhSBqVZpGKrCi/etEbbhmXjOnFgxdgSQVhxIG6ONWzmK+0dcExnGLKg7bm7TXF0sqGuvYc/o99zyLG+/bj8cPnmYbJjw6jDzworuxRic7mLE1QtAz/tYtEI/t79u8pPpzoG3GYQCKw6IJcXgyGOLQN0lmRhz63EceHmTnnIZ4SbMDzbGEe30Tu/44cHTI17nsZd7e3z2EbCFa108g8KM45KxKba7TUpHPsXvmbuCRD8P9eOgBq68E1l/n7jV0nxOU4rCumX/v9BBvU9q8QLN41aGTW28+wb+nrtwzazj2A09zVhCf6QEr3snePvEiMHTY/PmFaec1mYFD5rUGCnq+zaWKQxotY4IpH8ShW4WthCQOJSQkJCRCxsBr5o85JQ71kGcnsFsA26mOIkEckk3YxGnWMiJeB8xZpi16OteJ37NWrUrdhIwffQboeoy9jwZqH3+Bvd00n+9SDBK+FYeUOLRTHBL1mxvFYYNYcfh7K9nzUUQcVr3bXYQmG8WhV6tSqrjRsxN165bnvso+3vu8r+7WQZHiMGir0mpumiwVh/aF0MlsIbB8I98Qqf2UOBBP+ipKFksqHj94Gjfetx8bdj+BLXc/jQ27n8A/7T3l7Bg8wEvR0AjjmDCVLbjK5QM0+9bJTAGpRBy/f/ES5rGvP3MEG3Y/MUs2jBIloU4YtpBsv/GMQ8Whrr6ewf+zqh5f+8DFAIBGUEVxU2BF+64+toi1YRFPRIeuQLJVHMriyrkEfdziMnUNmFbLY7g+bo0S4nBOQ92sVfOJEd5CUWjV7MFhpLjiUjzb464YvO/oED7wzX3M2CokMquIeExBQ1LcSHNmMlf9OdCuQSpExeHhgUnfZG8gJFlIVqVdZ9jrpS42c04SO8PmZna++O6BY77OZT/z9lkHu4ZBK3BWpRYkuk54vfYD/rFjz8G1mo1el4pNuX/1lVoWXswlLcBZleoZhz4Vh4rC5xymB/l6kTHf0G/DsVvkMxpplc94c8UCNGvP+Ru8fb7Xps8FF7K/W24COPK0+fPzGXc1mekR6wgdQHy+cValR50Fe/uxKnWrsJWQxKGEhISERMjoP2T+2MRpZ++hhzy3LrF+npMFcCStSm1y7Wj3VftK7TspFc1JsIHXw7HlCBtuQ8Zf+BZ7myoOjx9gb4epNgSsVYWhZBxStZuLjMP6mfvJBjCZGWFuG4uEC1vrce9Nm6vf7S6CreIwwIxDo3ULVQNPDfjqbqWKw87mFNoa6ywLua5RzU2TRVHNaFWqKMCO1R3YfS27ue7qm4hMcVfY+Zts8FWUNMtFVNQSEmcE8+nTnwvEhslL0RAA6hIxbkxoSiWYZnAnUBSguT6ByWwBz3Tx+WrGXMi/+cFB5jGdMPSsOCTFrVh2HNvXaHMJtSodLyYRVM3+EFHOrF8kLrLpCqR7b9qMlR3sONbZXOdvTLZVHEqr0nMFxnHLqonDmPOpj1ujaVaRM6ch6c2q2aXDSPqiXZ7GrQPdw/4zZ0PGVE48ph/o9qcsCwR2FsYhEofFksqptd0iEJLMrBnN59/e1c+u65OY+a0Jcdg1xJ8Dfs5lP/P2WQeuYdCh4lBV+X2bmeLQKeHlBnSPq4quIUUjrv7oQS0DzwsRRfezemQDpzj00KgryjnkiENDvqHfhmMnMGb8/d1C4EtrtH/3XAssusjde93wL8BN3wcGutwfB+CdOIwngMWb2fsyFurtwjRfY7FDfZshU1EfTGzOt7YVrHtWbsIZKUgVhwvf5uwYvShsJSRxKCEhIVFRGLuUzhVYEocuckZSLUDzfMEDLhfASTviMAqKQ7LpoH7vHeeViYvj+8Xv+aNPhGPLESa8hIz3PMuq7ihxOEpUP7SzLWhUOuOQjiWiz7BVHJLiB8kNyBiKhJevm4drNi2qfre7CHSzSRGUVWkhF1p3q6qqYsVhQxJZ1aapYfk7rR/XUe1Nk0VzRgFa4ern/+0KdP3Pd+PfProdt75zFeqT5S1LOldEr1lGVqUhakRJpDwXJcfSeWGxvQnT2JP8e9yZFBQ8+l4JxIbJS9EQ0Iq4V21cwIwJ9ck4tq+yUQATbF/VgUQshjsffhG/7h2xfO7Bk2xxSicOWz0rDklxKzOOsRlVI7UqHSvWcTmkbmBUkz7+KrsGmsjkTUnxeEzBNZsW4b9dfT5z/7oFLf7GZKk4lJiBcdyyytTNGNTvOplCFYcnRtLerJpdOowkL7ze07hldSyOM2dDRtqE9MnkS/h1j/UYGTpsFYfhWZUCwKs+7UoDIclCUByqqopDAyxBmMDMeZBj7++dsP4D3J7LXudtaq99VkC07ncC0XrfjDh0Q3g5weorgSVbzB/vXAd8+i3grn4t827j9bzLjVOElXEI8IrDqUFgsp+9r9lgye634dgOXMaffj2p2u19X3dn03nB/+svG9HrXhYAlm119/xelzWZ3ueAde/Wzq+7+p2db4k6oG05e9+Qg5xDShxe87/t1w5eFbYSkjiUkJCQCB1WXUphhTVHCZZWpQ4Vh4BGkPS9yt53x8/cL4ATddZB5VEhDo1VZ7qAal9VWVuOSsHTQlpli+XUqpSic63bo3IHvxmHNLPSVnFIiENRMces41Pf6NANYJpVSk0bioTpane5W4GSxhRerUrpmDDSHVp362S2gEyeLZZ1NNehvbHOMnMKAPD++2tj02SRjVRAHBsWtmJlZ9NsMSoeU7B+IVt8eM2n2iAwiDbwiQbPRcl9R4e4YnsMJdyb/Couix80eeUMfI73XoqGgEaEnRRYEd6yY4Wr9/nwjhWuciGNKFuVBpNxiMwYxmeIQ6o4nEYKr5/2RtBSNSnF/3nmLVuVyPwWdowfmPDd7jWjAAAgAElEQVROYgKwb7aSisNzBsZxy0xxOK3WQTWUkHQyZYQoDt0SW7NWzbrDiMO5rL4u6WncsoJV5mwlYbXeeuq1vuqqDu3GhRAVh4D/nMNASLIQFIfHh6cxmmH3QYq+DyCKw4wD+3q357KXefusBCW+nSoOqU2p6L10uCW8rKCv7SkBY8S6q7UGyyCagTjicObc9JtxCAiIwzN8vahlhjgMouHYCk5VodMj9uShcf/lJxvRT675sneYP9a61N7a1haGmkwi5fx8o03dA6/bv4Y0OaN9hSYg+IN7+eeuuNSfwlZCEocSEhISocKuSymssOaooJAFBi2Cl90oDvsOsgvyhrnAks3eFsBWdqVRsCoF2OIvJQ5zU+HbclQDnhbSCrsItCOPwrYqDTrjULXLOHRAHMbiYvJQv49eD1OEODRYlU6bWGdFAokUUGexIfCaBUfHmKGj4ueZwUV3K7UpbW9MIhmPYU5jElk74rBpvrYpcmsTU2lYjLE5JLBtFU/+b1zMFh8OnYoIcZio44qEpUTKc1Hy3184zt1/dexX9qShDp/jvduioY4egQL06gsW2uby6di5thNXX7DQdS6kjlaTjMMJp4pD2hWfHZ9VK1LiMK2m0OWBuC6WVG/WjQTzW9jxaGDcp4NFysJKLJ5CoHIuiUjDOG6ZEYdpknmskyljJHf0jX53+xomPy7V4mou8zpuWeFBj2NRkEhnzddbD+7rrW42YxUzDgFede4Fvkkys+/A7ruxwKFTYyiQa2+WOMyx82xadbb/dXMuu5m39feOUjZoYBBFFDiBKAtRtMf3QniJUD+nPB4mG60tHs97l//P08FlHM6sQwJRHIqsSoniUCcOg2g4toLbjL8dnwBXx1j2Dn7/5TUbEbDe59phqYXisGO1swZnSyju95ilIrjv7D//wlpgkZviGinQ2KHVO972QZ4A/eDD/hS2EpI4lJCQkAgNlQ5rjiIG37QmPtwoDk++yN5essV7QcuSOIyA4hBglWbUqpR+F3Zwa8tRLXhZSK+8lCV2bInDKioOw8g4zBOlj4i4LBXF5/WD12uLckqM5dgN1bShUDidj0b2jymaLH5/r8QhJbqm3WXXueluHZxkixPzZkiCllTCWnFY16x1scbi2ubIjU1MpWHR7FFQ42LikGS/vRYR4rBYUpGLs9f1G4N53HjfflywxF3B5MZty4S5iLfEf+LuoHyM926LhjqODae5++IxBffevAWbl7dZvnbn2k7ce/MW5Iol17mQOsysSp0rDqlV6RjGp7XXUqvSNFLo6nPf7OVGTWmlEpnfyl4/45mCP+WRlSJA2pSec9DJlKyZ4pAQhzqZQhWHbsHlx7mYy7yOW1ZgiMwqIF8sWVp1AlXOZrRVHPpvwsxaEIdv9k9gzOc556W5hYGZ4tDHuPnqqTEUuBKtqq3jyXo/DWcEpZtzWZ+3nX4vUcwGDQQcceiwCYnu2ZS4uFbhx6rSiMy4Zg2ZT2uN6Ae+Yf7cvV8JrlGdkuOzikOiBPbSqChSHE6S9VDzTMZhEA3HVnCrCj35Erjf9VaT/ZfLPN9Z+Gn+bOoE5q4WPzZ3DV9DWPJ2d+9PazJ20AUWRwT7HCuBBSXIU3PKnxuLaVmLRqSHnR+ThBCSOJSQkJAIC5UIa3aLSmcs9hObUhognRl1fiwnf83etvLxt4MVgWBlYxoWrIjDYgEY7mYf63eoPtHhxpaj2nC7kN72Efa2FXGoxID2la4PyRUqnXFIf1dKXOqLclEXqr4oP/BNy48w2iGlo6w4BIBGk2KHEvfeFOC7mcB5dytVHOrEYSymIFFncf6YZO0FZksUJGysSreutFccRsGqVLedHMiyc0YGddh3dAjf3tuNtkZn88nOtZ3YsbqDy0VMIYftMQeWPUb4GO/jMQVfev/bkIxbF2KWtrPnYu8QTxwCQHMqgTt28kUKRQF2rO7AvTdtxp7btqE5lfCUC6lDJwxbG9jve/z/Z+9Nw+y4ymvhVWfuUd1qzbNkW9ZgeZBtWQJs4xuQcZgCYQZPlyGYkA8u5AbIBed+YEgYkpBAUDBcbGRsE6ZA4IJlnBg8aPIoZFmyNXRLssYe1MPpM9ep++N0na797r2r9q6q092Saz2PH7nPWKeGXXu/611r5VUzDqnicARDudo+FFuV6p9/umpKmUqkOZVAa5q9T9BxQwtuioDIpvRlB5tMkVuVjo/fTjKFZhzqgsuPc8LjXqZLdqiAIzInGLpzrQnPZozF3MeHMBSHLsSpWbVwyed/G0hxaZ83F3k0+djNLTGaIyub0wf47btf4hWHAGrElQ+rUkD/XG5NJ3D3reuwRqP5aSplg4YCv4pDShzKCPQgVpUMLCA/qNao3v378BrVOcWhJOPQj1UpXceN9vEOVW1zx7YjhIZjGfyoQo9sZf9ONtecSUTQyfN1IohVKQAsWCd+/NDvwE3CV79F77NpTcYNQQQWxBmJU6lS29j8oPp2RRAiIg4jRIgQoVFodFizKiYzY/H0HvbvBVfyRSraRSaDSHHoF7Iu0VhicrK/YjHeVsEs1Y7P965nLVp9+c9r2HJMNnQm0suuA1a8kX3MLeOwY7F8Ah8WAisOdTMOieLQuRhSnZS75ZCCLRROaatSQE4cp1r8K5RdiC41qHe39o6wjRQzWse/O5FyIaUV1ZSFson+bHGSs5HkZNr09pY6WerEijltzOHrHSni9MjENMCI9pnTdnLUYo9LCePX8GCu7FkasouSbU1J7hRtQQExo4E2TGMwqxZ+vfsE3n3ndqz/0n+hbPLf6ST7Pnwtm0ciIw4B4ChRI75+zRzs+8LrcP+H1uOGNXMRHyvG+smFtNEmtSpVLJam2sAW8SwUsrXO+Waw59molcHB3qyrjR5FoWxqqyndVCKcXWkQ4jBSHEZwwCZTVswX30ttq1InmZIvmZw67CqBctwNXH6cJmyyY8WccKy4XYnMCUCupE9aTng2o5slZ4OtSm0EVby1phN4zcrZwudWzmljmls4hKQ4tO+/7/r2Njyyv0+gOERtHejTqtTPuRyPGWhK6b1nqmSDhoKwrEplzchBrCoZGLUm0IluVKfrWXstSjMOfVmVEsXhyEm++bXNof4N2nAsQxiqUFFMiA3VPF8KUba6KoojwPGnxc+d6QbyRJm3aH2wmowbgggs6PlAiUNaC8rrZS5H4DF5s6EIESJEOJcRJKw5zEJNcURCHIxlLPY8Oh7W3IjcK6o4nLWqNtlzdqSNnPRWgeUGgAGSKxZIcSiZdE1md30swS5M/u19wOHH+ddZ6sXKcfjwnJ8s2BNpL8LLGTLuRHpaTV0mssid0WCbUsBdcaiSHaCrOKSKXediTmdS7oK8o6s5P5mEkwro4sGGX5tSgCe6Uq1jC0pFaFi3cFalDuIwmckAMn7AZSFpVi1s2XMS92w7jO3d/bCsWiFp/dIu3LhhMa5fPadO3kwEzFgKsvJwa3MzzKrFbU9zKoFlM1pwsHe8cLb3xAhmtfnPEnLdRo99Vq1aeHR/H2KoIgm2WLnOeAH3Je/APeZrsaV6JaqSPs11S6bj1lcuwUbH/l+/tAvbDo0TTKPIoGoZmuSh3nifLVY8s/euWjodm953Oaa31MaCxw+wrz0ywGcc2qD5h8tntwsJAjtfzfn7VWEThjaBaEOZOIzFagWu4rjNVmm0VkBpNnjFYdm0cLA3i5Vz1YpiftSUtkok3crvq5ltaRzqG9+vtOFAC5HiMAJBazqBT7xuDXAP/1wy04JNb1/LjFuDefa+1ZyK4+ZXLMGObnV7MC4/zgfiMUP9mvdAUCIzKEZd8g3dsHnbYdywZm7IWyOBq+IwuHuLTnOGrXi7+9Z12vOZZ46I1Sif3HghXrNKTCoCCEVxKLr/WojBtAzEHff9bL6IVs6qVG1e6fdcHvVBxE7o+ddIhKY4dCm3X/mBWh0mCJa8Cnjqbr337PxOzTozCOhat5yvTVo4xaELcSYDXcf1vsDWPuIpVlFmNxyrrHd1yK26KjQAeej1++08332/qh0Xej5s+Ciw7ZuC7fIBu5m470X195ilYDUZN/gRWNjnLUccErKZUxxGVqVBESkOI0SIEKERaHRYswqmQsYiVTLNXs12iQFqOYfHSHdU5xL3LDMvpCRdopNNHDohIg39QtdzfrJhT6TfsRlYcjXGlSBG7W8aMu5ELCZXHXad36gtHseEKw5JwdjZAa47KZfAmWk09a1KJeOCrDNcBfTaadJTUuhYt8isSgEgnXb5DZKFpG2n+ZF7n8a2Q/118mKyspGyxQo+9fN90uefO5mTbs+qeewCfM/xIe41YUBln/2vnz+HFuRxd/LLWBZjO+wNA3hF/HlsSv0T7k5+GS3IC74F+Od3X8Yo7oDxfDEbRaSwvbpS7wdojPdO5aQbdnQP4GM/fKZuQ7ZoOnsuHu7PoSqxKOvpYxWHS2bIz2P6+1UhVxxq2CcS5V0lZysOScbhmMpj30l1u1I/ako3lcisdrZoFykOI4SNkbL4hF2+YDY3bp0ZZa+zjqZk8Pw4HyiUTRwfEo+3unAjMidCue/X3WFCsxkbrTj0yHik8KN4q1YtPHNErEbx/H7ZnD6E+y+1K/3Uj56EVWabcAqKxKFfUt6PVe9kZ4OGBkp8+yUORVEkNvxaVTpx+c3+G9WDQGRVWs7zvz8MxSF11mmdwzrIqCr3dMktP6rQWavZv1WIU2ee78o38c8x29TsTka7wU8zcTnP1mQMsj0L1rnXZKSfG0BgAQA5MmbStT9dp0eKw8CIiMMIESJEaAQaHdasgsnOWMyfAYaPsY/NWjnuS2+D+taLcHQH+3cQtSEgVx9NJeIwTOh4zk8VOCfSnz0F/M+DtX9vkYSMOyEjjyaCOAw749Ay+cwBJ2TEoZ9JuQTOHJUpb1UqVRwGIA7puJBMN8y6pTfLLuadVqWZjF7GoSopNFHZNPb2bO2RN8iUEZduzyqi7nr+ePg5h6r7bCRfxKbk13FN3D1v9pr4bmxKfh0x8AVIEaklKrbfY75WYcsd0Bjvt+w56flbbTiLsvM6mpgcxGKlKiWvDhPF4ZIuufpXh2xwwiYM24nicFin8EkKPNV8jThsIlalOdTG2H0n1Bu9bDWlDtxUIpxV6XCAIiBn0+pApDh82WKwJD4nynF+jkMVhx3NKeXcQWl+nA+8dCbnOyeVbhMlMp12zitvfwCX3/EQVt7+QKCMPTeM+rAqBSY4m9HN+j/g2GFWLV/7VJYNK8PB3qz0PuFJgAUkDt3uv2Xiy/DkoV7ksuycR8WqNAgpP+KjoWyys0FDA6c4VGxCUrUqBfxbVdpYdh2w5FpMSqM6PffLeV5tmMj4iweRreNstAlUwE5yq2s5+1xzlz9yC9C3QV16Nft3pkPv/TMvZP8+/gz7dxCbUj/NxHaNIRavkZrU9eq9P/KuyYgQVGAxSsZNL8VhLlIcBkVEHEaIECFCI9DIsGZVTFbGop2p+H3SNRVPAwcfBlpmsY/LFIfObMZHvsJ/VhCF5MuJONT1nJ+KSKRrCwnV62MyicOgikPazQe4n+vEuqhOXIaRzTAGZ3EiXzZhhVGZaxSaZcRhgMUW13lcDr271S5K7iA5aN999FC9KJlpcrFbFYxpfkmhRsHenrJLUkLZSki3Z9U8ljjcfWwodMWH6j67PvaEJ2lo45r4bmyMPck9LipW2sX2xV3jRPeW6pV4xFyj9F264/09mkVWuygbjxlY2ElVh7xdaU0BxBJvbsShKtnQlGTHyXGrUvbcyhYr6sVn0hlvjRGHIqtSANh7Uq/wpqumdFOJ8BmHAaxKYzF5MS1SHE44pkQOLeTEYckQEIc5ojhsrt0z7dzBTe9di3SCvQ9ePH+ae36cD3T3ybNWVSEiMidDue8n4xCY4GxGmeLQiOkXkgl0bEqd0FW8PXVYrkTx3AapVanauOl2/60Q4jABE4Uce49dudidEAxKyvs5Byc7GzQ0TIRVKeDisOMBe32RaVd/Tx0hNKrTtW45H06+IVCbd6RdlHqtEvtgu+H41Z9iH5+31h+5BeipQpddB0xfxj6ma9XaRSJVju9i/077XMv6bSZ2EsyVAri6QtJnDEhQgYWXVWmUcRg6IuIwQoQIERqFRoU1qyCoBYBfFEeAH/wp8OObgZN/YJ8zi7XHX/wN+/jIKffPEfn/77qv9rzfjjnZRCeETA7faARx6Mdz/lzAZFqVupGDfjIOAXFeow16zdrf4WtSLobTqtSsWtr2UROKRliV0iJQpcQu9mnxbO6lWt2tzqIkzTXae3KkXpRMpF3OH8Fi0i8p1CjY21N0IQ6dxTK6PStms/vycH8OKz4XruJDdZ/dGP+t1ufeFH+Qe0xmo9maTmB683jRqooYbit/3Js81BzvC2UT2wlR7QVnUXZRFyEOB/ii/RHyWGdzEtOa3e+zTrJhwzL+el67qAMtaUoc1j6zJcVbgioX86llZ6lWBGuSWJU+f1yPuA7TunEmRxwGnLvJCnxuVoQRQsNEq9lUcKYg/s6iAnHY6Ri/4jEDN6yZi6Uz2Hn3Z9+wirM8DYqePnnWqgo6m5MckTlZyn2/tvATms0oa7acBJtSG7qKNzfisOhJHErmlQoNF173X444NEwkTPZ++qV3XIVN713LuTE0JeOBSfmKWUWhrH8MJjsbNDRQpZwycUgVhwr7X+Sw89cn1OI6JqtRna51K3mgQOID3GzQveCmOqTOVRT0t5kB5ke6NqhBMx5nkDpFkexTv02wfpuJ84781xKZ48cS/hSlQPDzllMckvMlyjgMHS+zSmKECBEiTCB0u5TCVIVNRsaiaqZi/wH2b6o4nIhsxnNNcbhoPbRyAM91iDLoks1A+7zGf3fYVqWAe84hzX6wJ9V+JuUSOK1KgSluV6ppVaqk7pBlndiLfbpAeeudyt2tOkXJ3x0YlL+ALCaDkkJhw7k9ropDR7HMuT3ZYgV/+ZNdwveEpfhQ3WdplLA+tlfrs9fH9iIFtqA0Iilu9mWLePYl9lgXjGbcUv4UPlz6OLaaq2CFMN6PFivatn7OouxiknN4pJ8nDrtJIX/JDLXuZJtsuP9D6/Hdm1lr8uFChdt37WMKh1jM4AqlyjmHpMATH5sPcRmHY40UfdmSFnEdpnXjrDaScRjEqhSQnzcvQ6vSiVb8TbUcWhsDEhErnQ8AwJkcW1QXNQe0kOtytAG/p5uonhdNV5hzOXAmV0Y/sQufLOV+rujv/PObZ+cLssaCMIhDn4pDXcXbU5J8QwAoehFn8aR4zq7w+73uvyLFIW1iiadbcMOaufjuzVcwj5tVCxtXzwlEytMmNlVM6PnXSNBjaFUBU2HMoq9xsyoVwXbYSTWrx3VMRqO6aD07epr926/iEOAVZE6IrEqdoONS0KZ4Z6MobSRNtbLzb4481VUcejQ4+92nvpuJHYNUmczx/aoNbQQ5bznFoRdxGCkOg+Ic0JFHiBAhwhSF3aX0vdcBp56Tv64RqrD6BEGnKhjQusJP6DLAZxz6yWZc9Wa975TlnZ2VxKEB3PQftf8tjtSO4cvZXqxqAjlB8d8wgOd/USP0A1ooucLVqlRB9RaLgbt23YjDMqnuORdzV35ArNjVRJ7kqORKJjoCCPgaCpni0EGsmVULW/acxD3bDmN7d61Qaxi1TukbNyzG9bTgwnWvEiKC2sVqqHR0ipL7z1QA2aVNmiGCkELp1vCvD+f2lCAvpFQcSxN7exLNMS3Fx923rvNVMFPdZy0oIGbo7dyYYaEVeQw4fruMOHxwz0lmO5bOaMHM1jR29gzggeo6PFBdh6++/kK8fU2H63hfKJsYLVbQkk4gk+SPaUu6ps7TOU+cRdlFxHK0R2BVqpNvKMOa+WxGzKHeLChH1+bINmzPJJl9O5yvAKSGIAQpyGTKtUKDzKrUxrZD/dh2qL9O+LkpPGw15V/c/zR+vZud+2xY1oWbNixWKvjOag9ZcShTBpzFcwmv898J7XtCSNBVs/kd2/ygT0Ic5gQ3oaE8VRx6E4eNIEKp4vAj152P//uHE677tykVZ5qhdr00hNeuGr+H+1Hu37DGQxGjAD8Zh0Hy7HxBpjYJwb3Fr+JQR/F2YjCPQ71ylarSNiSbBdlu3uOm1/2XEocZlJAyCJk3tqaY055BJhmrKwRLZhXHB/NYON3/RD17Npx/jYSoHmCWvK1HqeIwDCejRNr9nLIb1VVqJ2E1qtukuXN9Sus5jVIctnqcY3RfVQJYuduwG0V/9Qkg55hvNU1na1BBicPMtFqkDyVhbfi1KrWbiXVrAs7jyxGHeo05HIKct7TOQ2NKoozD0BERhxEiRIjQSKTbgHmXiYnDdDvw5m8CK94QPpHhZ4IQ1LrCT+gywE80/WQzahOHkonXpFqV+jwHnMftLC7yhYLiiFytWhqtWd/aRH2jlJiuikNFQimWYBefbqpazqrU8R06k3KXRoM8VRxOcvaSK2SLzbECS7ZYERZqbXWHkADgsk7IPqeLUo3FlE5RsmS5jE+EOAxKCoUN5/aYiKFqGULyzak4tLfHj+LjhjVztYgDuo1uGEVGuv0yVC0DWbDnhVMJ5yQuth1iF8RLZ7TgvJmt2NkzvvB96lgOb1/PdybrECCZZBzrl3Zx3+cGZ1F2CbEqpbakANBDVIiLu/QLmbPa0uhoTtbtEClpmIwbyCTHG69ozqGS4rBqAll2LvJh68e4JLkHbWB/Q84S32dVyZ24QBX5l9cvx0evu0DyDh4047B/tIiKWUUi7rMBTdbFfpYpDv0QgL7uCSHB79g2EeiXWJWOCs7/M6Os4rCjiT9vWom9cCMUh5Q4vHB2G95+60I8uOckNgvOiZs2LMZv957Cz54+Vn/PrqODeO2qmqIliHI/qF0jtSqdOy2DE0PyAnjQPDtfmIKKQy/Fm9u9lqKoMtdNNvHEoeT30zmJ2/23bMUZgVC7IcjvHJtrxmIGlnS1YJ8jd/dQ32gw4pA0NqUSMddjMinnXyMRi9eyOi3HbzZLADz2KW30bGSjqvM73nmPt1tT2I3qlDTPhqk4DGBVysVLBGyscvssaoEZlDgEgBkXyIlDv1algL9mYmdzcok0Wcia8FXh97y1LO+Mw0hxGDoi4jBChAgRGgnLAg7+l/i5aQv1CS8d6E4QglhX+A1dBmr+7aXRWuE7SDajDmk2Fa1K/ZKWYWZjns3Qtbh9308bs6BzVRwqEkqxuAZxSNRuzu/QmZQfe4ovfoyBKmymtFVpqrW2aKTkXqrZv7qDIw4dRVLL4olDRcWhblGy6KLUQ4olwoOSQmGD3R4DJSSQAU/oOG1M7e3RVXz8429fFBaJvZRDqvusiBS2V1fiFfHnlbdpe3Ulp7S0FTcy4sLGf+07jRND7HX+zBHettYPAXLjhsVa54izKEtJwMMCq1JayKc5ZyowDAPLZ7dhZ7e4Y7gtk4ThCDZsz7D7WabsrEPScGIYEB5jkeLKhiq5QwmAhZ16BZhpTUmmkGtZQP9oCbPbfWYSngOKQz/n/2Qr/iZLzaaC3pyYOMya/H1okCgOOwSKQ0q6hq04LJRNHCfX1dIZLXXb4xvWzEWxYiJbqKA1k6jf6/qyRYY4fPbo+Ng6mcr9HFF8vfGSebhsYQc2Cwiv9kwCd91ypf/GAb+QZhyGoDj0QRx6Kd687rUURRXFoWi+53jMrZlh9fx26f3XJIpD2sCCZDOcgb7LZrLEYXdvFtcud7F79AC9Phd1NuOTG5cLz793XrEQX3rrmglTQ08Y4il2fk/dRkSgr9G1KvUL205z369qDdU9j6HWDGrUGozXfTD8RvVEhhCHYSoOg1iVNpI4JOu9UraWe2+rrylx2MQ6Ziih63zg8OPi5/wqDgHNZuIxOGsMYVuVAux5+19fBPpeGH+uqRN44z/x521xmM8cpW5DzSSyJso4DIwo4zBChAgRGonTe4HhY+LnguQJqmAiMxb9hi7bsFWHE5XNKLOMnFTFoY9enrCzMc9m+LG4bQTcVIVupKIT9FyQWZVWTX7yTBdMzmyGJVdDmoXpYqNasNjiEO2En0owLSCf4hdqP9k9iL/9zV5/WUVuWSciCxxFgli3KOlOHPILuBs1s2Z0smn85IA5t0dmV1qxxheHN21Y7Evx8eLprO+sMNV9do/5Wq1t2mxu5B4bzJWUiYu9J9h73IunRzjFog4BYufxXbt8Ji6crVaIoEXZBZ3NzrolhvJlDOXYohklExf7sCoFgBVz5ApxqjDkFIdFl2KfasOJA3m4k3ObFcggShzO0ST8DMPAzFZiVxok5/AsVxz6Pf8nK78OmHo5tBR9oyaqFk8EjFR5MnmQZBx2NPPnTaOtSulY09Gc5LYjnYijqzXNNMhcspCdL+x6aRDVsfPDVqHrICzlPs2Ya00n6rmvz9z+GoakGS5UcFig+KYIPb8zoOLQbXsocehUlYvgpXhTHSOc8Mw4BMRz57F5uFd+6Xcf7RaS7ADrvgAAV8whhA/5XtqUQ/OFdUEVwS2Z8fPvw9cuY56Lx41zjzQEeOUaXW+JQNdrE1lXsO00VXIRwwBd64ycYv9O+1Db2XAjDj2tSkPOOLRRrfJWtACrZsuTpj6/ikMZgrgl2c3EqrVBgCgOyT0mqOLQuV2r3gxsvIN9vOsC8Xk7Ssbwpk7eQpgqDgtD7k3YETwRKQ4jRIgQoZF44Tfy50oNJg4n0rrCV6aiAyMnga7zJi6bUWpVOpkZh2RiNPdS4MSz8tc3IhvzbMZEWNyqICzFoRMy4lBEWom+356Ur3pzbQElysJ0WQBwisMpalVqd5N/ejSD1eSyeGHAxHcf7db6vLq6wy3rhOYbGnHlQoGunahbNqCIOLx+9RxcfcEMpUKZSjZN0Bww5/aUJEsQu1hmb8+ZXElb8eEGL+WQ6j7bUr0Su9Nrsab4tOd3PmKuwZbqFdzjA6NlLeLCCcsC/vDSEF55fs3OSZcA+bvf7LD0XVkAACAASURBVMVzx4brx9ELoqJsJhnHnHbWPu/wwCgubq4V4msKIPb6WOqTOLwwAHE4nHchKDSzmU0rxqhiRVCxKjxJiMN5HfpZMbPa0zg2OL5/e7MFAD4LdWe54tCv5edEK/4KZRPD+TK2HuzHD7YfnlI5tBQDuTLKSCBNlOFDFYHiMOedcUgVh2FbldKMVdU81RVz2hn17kihgu7+UZw3s3VSlftUcdicGv/MzuY0Ll4wjVGe7zg0gPNmjq9tbFvMTDKO37/Y25j8Ttn44LKWUp1HlEx2nrmwsxmfeK1Y8bZqbrunGtjPvVYt41AwdsdTykQlvXZs0IzDm9dOBx5yPJCixCG7rj0UkDikxH6b4/pdNY+9z7xwssH1jMkCnctTJxMROKvSSSq3e+UihgFKmmcJcdiIjMNYQp5lb6MRGYeA/PjnB8ZVkGFYlXbxMQR1pAIQh4C3MrVtLrD7R+Ovd1UchkQc2qDqTLovbVDiUEQyp9tr63HLcR8pDPFKxAjKiIjDCBEiRAgbVbNWjHriu+5WocUR1FdMjYJzgvDzP2fJysw04E3fCMe6wm/osg3b3mKishllJMmkEofklvxHfwOc3AU89L/Zx5dc3RjLkbMZE2VxqwLXjMOQFYe0izKW4LvuKGSLSZcFAJdxWAo/mygonEWaDyb5xSolP1UwTgAkBFknRQDNPHGosZDSLUqaiKNixZAwBMUsQTNEPGZg0/suxxu/8Si6++RqBK9O/ULZxOnhAj79s93YepDdVp0cMHt7bvvBUygdkRGHCWZ7/GQ1esHNTtK5jW4Fv1deMAtL3/4z7PrmW3FJSU4ePmKuwW3lj8MSmLwUKqY2ceHEM0fO1IlD3c/5jgKJ7swB2ygpLi+a3swQhz39OVy8oLb4PzqQY45bR3MS0yTqCi9cONuFOEyzn9neRK1KXRSHmg0nKqehF7kzXChzRdlZ7frjE805bIzi8OwgDv0QgNetmDUh+XU6mWpeaGQOLcWZXBklIXHIf/+ZnLdVKa84DLcBya8tcioRw+p57QwJt+voYJ2EC2LnHATU2aE5xe6/q5Z2scRhdz/eeeVCjpQTwe2+rZUNLCUOxeO8jp1wkSgO08lY3XJ2Z3c/3vHt7fXnjg3m4cV9+rnXBlEc+m0KskGtStOVrOv3hq04pPeoFkdGKb0fv3hyBJZlMZbhuhnTUxJcTIEfq9JzuNxO17uUOAyUcShRHLbO9m6YpuOSilJUBTIC0qk4DIU4dFMcBrAqteHWTLz9X1ni0Kk4pMShLPbHL+i+KvCRDAD4fMNmAclsGDXVYc4xBucGIuIwAM7hkSxChAgRJgGSrBwhqpXaDduNaAgD9gTh918FTu0ef3z6eeEqrvyELtsYcdg/TUQ2ozTjcDKtSul3V4H5l7MPzb6oZjkSgUUQi9uwiUOZ4tCIqRPTBllkW5LiBSWtFLP1hHAjDi12H01Fq1JnkWYAPMkwaunvG4YAkGWd0IWk5niuW5QsIYkEBASBZDHZmk7g0oWdUuLwFed1CTv1/RS7VXLAWtMJ3H3rOgz9XQYQrOW/+o7L8d8uPb/+fj+KDxW4KYda0wn8/dsvwbov/afw+bddvgBf/tOLEY8Z+KD5aawtbcVN8QexPrYXMcNC1TKwvboSm82NeLB6BaqSZIiRQgVP9PjP3djRPYAPjKl/dQkQL1y1dDruuvVKrlhNsaSrBTsc2YNHHKofWrhUVQCJsDyIVaks49BHw0kcVaRQdlX/epE7VG04ozXlS6E0q40da06PBCAOZcWts0Bx6Nfy04+aWVfxp5up5oVG5tA6YVYtDOZKKAmu/zPlJPO6B547gf4se+59+qe78d9ftZRRs1HicKooDgHgkgUdRL3Xjz9eMxeZZDx05b4q6DzLSdwAwPpl0/Gvvz9Y/3vbwX7c/L0deOyA3rXw6P4+fPieJ/GuKxfh3h1H9FSJssYCwVxX10741lcuZR5POfIbL1nYgVQ8VlcEDuXL6O4bxbKZ4nmQnzECAPJlhXNUojj02xS0aHoTfvCB9VjwsxnAS+PHlyMkPIjDY4N5FMqmb9KOXp+tjgadZTNbkIwbKJu1AXSkWMHxoQLmtGcCuVJMOXCKwyluVTrRaKji0IU49AJnVRqS4lBmeZobmwNbloA49JFx2Lm4RjiLmoZljll+QZuJObWmo85QIs0Iqs3QqqD7itq+2shRxaFEndo8nX2tk+CNoI2IOIwQIUKEsOAjKwelbOOJQxvUYoFOAIJCJ3S5YxEweGT875ET/j7Hb8afLNB5KikOqyZgkmMUpHvvXMZEWdyqIJEWb0uiSV1drKw4JIuhQMShfAHQ3NIGOE7FiSYOVTqXnUWaMxZ/XHM+FIcMARBPE+JwrIDAkbd6CyndomT5aAoQEYcunZ8HTmelz/X0jXKd+kGK3W5qPhvxmAEjkRYSh69dswB0g3TJVRV4KYeeOy6xyAGQHMvzGSmUcXq0ggewDg9U1yGFMlqRRxZN7rayYxjKlwMpKR/d34cVn3sAVyzuDFWRCdRIyd+/0Otpy7ioiy0cOXPGaObYki7/tkbtmSTmdzQx1pw22jJJ17+HZcShj4YTwwBakceAy/H1IndovuHcaf6KL5zicCRAcUw2tzgLiEPdrFigVt+rKWT01Mw6ij8/mWpe0M2h9av4Gc6XUbUgtOU9U659ltt94snDZ/Dk4TOMmq2twRmHXKPCDPXx5uIFLHH+b0++hB899VKd8Pjme9biz+99ypWU81Lu64ISN7SJ44ol0xGPGfW8ztMjRd/NA48d6Od+m5KbgIZVqa6d8Oq57JiUSowTh+lEHKvmtePZo+OF5WeODEqJQz9jBKA41xWs4QtI+m7mOTKQx//6993YTAmnIpmTkDlfZ3MS05qSGMrXmtosCzgykMNyF7W+G7IFShyOjyHJeAznzWzFPodF6a6jg/j0ziNKalKZK8WUA6c49EEcck3B5xDoupH+9kYoDtsUGjPouFSt1HLpvRx5vOClOCyNstaYgL99EE8CnUuB/v38c42oWzhBj6mb4jBsq1LawGYWa99Px1iqOJSdKzTnMO+/UTMCJC2wESJEiBBBH5pZOQCA4nBjtkUEOuENmzhUDV1edl1NVeiEU3Go8zl+M/5kRfbJLJKJcu2KpOAfhkXFuQjb4lYHfixuVWAYYgJPpzPPL3EYpPvPhXiaN5OdfBcmIOPQrFr49e4TePed27Hy9gdw+R0PYeXtD+Ddd27Hr3efqBfL7O2xizQxVNEFflz9WPxnuCG2AzEoWE+NgSEAaBHH7jwNqDi0rTG7WtybFuyCiykrQkiOX7VquRKHx4cKONg7fi8Io9i9WaHTXpZxKCo42uRqmLCVQzI8e0TS6YpxIraHqjjjaQygXYk0BIBcsRKKU/mThxvTRatyHBcTMvBgb7Y+PlAF0OIAikNAnnPomXEosyqtN5yow7KALNzHWS9y5wQhP+dM89fwMTNUq1JJMWoym6kUYdsZ68AwgK7WNNYv9chKItBR/AW1KqRQzaF1u2/mihX0Z4ue9/D+0dp6oWTx43R/KaGtHjOrlsCqNGTFIRmPVa1Ks8UK7ttxhHvcJjw+cu/T+Oh9T+MTGy8Uvn9+RxM2vXct7r51XaiECM2SdmYcAjVl/Op5E9NM6DyODDSsSnUVeP+57zTzd4pcd5cuZNUpThKRws8YAYD/vSIIiuc5Mx64Kag/T+aqnOKQvQ8ZhsGd84d6/a/zsyVqVcqe25SQ/MoD+7TGg7MCnOWlH6vSs9SmVQVezapBFIdNnTWnHgoV4lCkhFbJp/SCTHFoE1L0Gk21+icrZ0jsShtNHHJqTafisMFWpckM//0iu9JR0pQhUxw2EVvSSHEYCBFxGCFChAhhQTMrBwBPDDUSFUIclkMmDoHxTMVZq/jnllwNvGNz7fkOUlhzEofOz7nw9e6f43cCNSWtSsnk0iyzmZRA+BYV5xIoGe0FPxa3qhCRRzqdeSISWYQyVRwGIEIlpGPFimERIQ4brTjMFiu45a6d+Mi9T2PbofGcHmch75a7dtYLj3Y3eQvyuDv5ZbwpsY37zFXxI9iU+ifcnfwyWsCrlkRgCABZAYF2YPpQfTYn46gKqkyGAWxY1sUUJc2YpJCfEo+FL53JMwXIdCLGFdweeO5EvZAcRrHbVvO5oSgoSAOGsMhik6thkodeyqFnXIqQL57KwrIsdBNi7OKF07S2MVusaBMXEwmV47igkx3Xnj4yWCcqKKGpWsiXQaacaCfHsT1DMw4l46ePhpMRDzWpCrnDKw79EYc0FzGYVenZqzi07Yx1YBOAN2rm0eko/oLkl1KoqNlU7pur/maLaxOOjTO52npBpDjsLSa01WMP7jnJWW2GaVWaL5k4OcxeV0sUxhubAPVqvnh0fx8+87Pdwudeu2o2blgzN3QLRl5xyO6/bLGC/mxI2V0KsI8jA0XFoR+r0P2k4clpVQoAly1SJw79jBEAUDFViEN+7tzc3By4KejoECGgCqQhTrCmWEbOedq8owPOqpTcZ2kjT0+/PEfbCeF51AAUyqZSk4QrZA2DbqiS4/ZysiqlCKI4jMV54gcAWlWIwwQf+aFy7LwgUxzmJMShH5tSG13niR9vdB2IjmfO/UbrhmErDgE1u1K/isNcpDgMgog4jBAhQoQw4CMrB8DEdr802qrURiwOrov/xl/UsvlWvbn2fBuxP3NalTo/hyrsNt7Bfo5fSInDqWRVGikOtWBb3KrAr8WtKkR2lTpKNI44lCx8K8FsMhlIiMOCkUYnUcM1kjj0q2SIG1VsSn4d18TFxT0b18R3Y1Py657KQ44A4LJOxsZTSt76UH0e7M3iTG682JCMG9j66euw7wuvw/0fWs8UJc2YpFAnGdNeOMU2H5w/qxXXLmcXWV978EWs+NwD2PgPv8cnf7RLe/spvNR8AFCoCsZvlwKLnY246b1rsWEZXwCc1qTX1eumHKpWLdci5FC+jL5sCd2km//8ma3MNtqFQ5sA/sqfrmFeny1W8L71i7S2eyLhdRyzxQq+/Ju9wvdtO9SPF06y5x5VJ+pihVRxSK1K2XNhKO9SXNdsODlqzZI+p2pVSDMO/SoOacZhbxDiUFbgC3lOFEoxVwC/BKCOmlknv85vphpFeyahpGbTVYrLmnBsDNiKQxFxWIhh89Ye9R+BmnqZbr+MOPRzjlCCpKslxTUQiKBDgNLxzEbYykkbfMbh+P6zj7fIurmR4FToihmHfq1CnUgnCHG4kC0K7z0x7HrO6I4RADwbZwAIi+eZTHPgpqC+nIfiUDDno805dI6iA96qlL1+ZfdjFai4GfiBjlOJEjirUhXF4cvYqpRClp2sChEh1KaQcQgIlHONVByO1fKoOi7I7++SKQ4bXAei+80Zx0GjOVINIA6bCHFIxz2AJw6bJWMtZ1UaKQ6D4CwxmI4QIUKEKQ4fWTkAgOxp79eEBTrhNUu1xxrRDUdv6u2EKKRWE1RxaGP4OPv3tIXBtstGPCUOnp5M4pAeh6o5dl45IFEVRcC4xa1XzmgQi1tVCBWHQaxKZcRhMJtM9r1i4qlspNFE8pEaaVXqR8lww5q5+OicfbjmjDtpaOOa+G5sNJ/EA9V1wueFBICsgEDJWx/E4Y5utgvy0oUdmNfBL8jMqoWiYOpehYEH9g3i+ouaONXDi4Q4XDqjBb97QXzfedHF0lQHKjlg+argeY8CSzxm4IY1c3HDmrn4+bPH8PEfPlt/rjmVwFBevYDrphw61DfKqNRSiRhmtqaZIu2B01muWL10RguzjcWKiWyhgtZMAulEHKVKFX/10/FztGxaePWFs5QzLicabsfRLlxvO6TewRtUcahiVWpWLTx3jC007Do6hHffuR03bliM61fPYa8RnUxlAOdnhnFr8y58f3ANqmP9tx1NSfztW9dgI/1sCY4PsWPGvJAyDntHimO5fT6kLg1UHJpVC1v2nMQ92w5je3dNCWcYqOfHccfEB3SzYm0C0FYzX/XFhzDq0hCjm18XBlECALPaM545o0AwpbjdhHP3revqx+FMnTjkx+SRahrbu/U697d39zMZdQCQLY7v76DnyGHOFlmtoBmGKjRM5aQTlDh0zsPCtsFVBZcNrGhValuFBrkm6PmzcHoTprek6iR3ZWzsv2KJQKUEvTHCRslUsLbn5nwGEEsEzmYugzQ20WgTwVxz6UxCHPYFIA6LhLhOuVuV6sArY9oPZJmrgTIWQ8k4PIfL7V7rnSCKQ9m6d8edNVXayje6N5An0qxCTqYW1IE041CmOAxAHE6WVSmnOHT8ZmpV2hDFIdlnIqvSHLUqlSgOm6OMwzARKQ4jRIgQIQz4yMoBwIcoNxKiTqlGqA6rVSBHFmb0pk6Jw1IWKAq6eSmhSJWKfmEYYqJkUq1Ko4zDwLAtbt+xuWZpW78mjXAsblUhUv7pqAFVMw45q9IgxKHEqjTehCZikZUrNaZQBugX8uzO5RsTv9V634cy/8k9lowbcnUH7ay3CwjcMdAnAZ7oYRcz65byhS/bhq6/wN9nRq0MPnLfM0LlyH5CHD53bAi7XhJ0cIYIlRywfFWwBNEYf6nq8MRQARuWiQuGFF7KIao2XD2vHSvnsgWQA6dHcIgU5ag1XjoRR1drur4vUokYp5oYLVVCt2ENC27HUbdwHTOArQf7A2UbLe5qhog7+N5j3fj17hMYypdxy1078bUHX+ReY6urbvo/O3BkIDfe/KCaqTyGdOkM/qbwZcbyeM60jJZVYViKw67WNLM/SmYVgzkFRYQIUsVhMOJQ13baL1TtjEUE4GixIiUN4zED33rPZdr5dX4z1ShODakVO4MSYNQ+0M44FFmVFqDfYGdZ4Hors8Xy2L/Bz5Fukm+oYlMaliq0cYpDecZcmDa4OuBU6IpWpX6sQhdPZ4vS1KrUMAzOdv3xA33SxjY/lufFsgdxWDWBMz3kQQv4/htxvbED15zfKXqXEkxaplWwKuUyDgMRh+y9hDYRLehsQkvKH/Gn4kqhAz9OJUrgnEZUiENqVfoyJg79ZhwWR4Af/CnQyzta4PQe4Mc3154X1Y1scPESIdg608gfGzlbcRgicTh9mfjxn/0ZsOfncmI1KFwVh2e5VWmkOAyEiDiMECFChDDgIysHQDgdUCqwLHEwdCOIw/wZwHIstow4PxFIpHnv+pFT/GdRC1OqXAwCkbXfVLMq5TIOQw6iPhcRi9esbG/5FfDZU8D/PFj7NwyLW1UEVhwqZhzS8SMIcSg5t6xEBs2k07hRVqV+Cnnbu/tRLIyiq3en1vsurT6HFNgFfqVq4Y9WzhYTALKsE05xqHcMLMvCTqLeuJJ0zDuLIiIFyChq3ykqirx4im0+UM2hCQKVHLDRip5VKcXs9gzmd7DX1E2vWIJpTe6foaIcevYou7i8bGEnzp/FNm3sP51Fdy+7b2m+kAjUVnOkUKnbsK6cyzc0XLHYf+GRYtF0vUW+23HULVxXLQQiibLFCv7snqcgqve9eDqLj9z7NK796sOehcPHD/bjmq88zNqXJVvHG04Wq83jnJbHp4b15nGUOPSbcRiPGehqDSnnUEYcJvzPiRpWzJXAvo6WCNRmXS0paVPI71/s5V5vw6xaWH/eDG1FZCYZxzqJ8kkHI8UKRgruZHBYBJjTPtBWHJZJFm3BStaVtjowDD6Ts1Cuolg2A50jtjXhXY93M48/0T3gaU0Yliq0EYrDUqWKMsnXszMOwzrefsCp0GVzTsG9XNcqlJKCVHEIAJcsYF/zjw/td7WmtMeIL73lIu6z1i+djs/csIJ5rFhxIQ5tcuO5n/LP9TyK+E9uxvcSX8bFM/2VWztayXxCwap0SRf7WF+2iGGP8UOGUaI4pOOmYRhY7tOuVMWVQgd+nEqUwDUMqliVktec01alLnPKeNqfY0HV9HYOAmrP/9uNcgKNfndDFYchE4fFkRpBKMLR7WrEqV/oKA4bUZPysiqtVoFRKk6QNIPQOmNEHAZCRBxGiBAhQljQzMoB0Jibvggy4qERxCHXCTRDbAvplXNYHOGtOlVCsVUhJA4nU3FIicMyrzhsdCj2uYZEunb+hWC3pve9ooxDDeKQhrqrEoeBrEol25dsrhesbOQbQByaVQu/ePaYdiHPsoDR4UEYmlbRMVhoBUv6WRZwekSyMOS6V8eKAwEVhy+dyeOEg0iIGcDlhCxyFkWKloA4tMaPu7MoYlYtHOgNx35UFSo5YMWKiZwo41CzwHLFEnY/7Tg04FrEfdva+UrKoacPsx2uly7qwAWEONzZPYBhR8e8YQALFYi5dlIssy1R4zGDIyfuvvVK/OADV4WiXAKAM7kSXnW+murD7TgGKVz7IYlUCSgdtZ1TzfSe72xHf65SayxZ90Hlz7gmvhsbY0/iTK6sbN88UihjhJyjs9v9j9vUrlQ6fnkhnpC4MPi/d/5y1/HGFHNdEI8ZGMrz58Hq+dOkqtDfvyAnDgE9uz9nxha1oPYLL2I6LALMtg8EgIGcOOMwh9r5sHqenpJk/dIudDanuLHsl3/wf444lYqUMD96Ju/ZqBCWKpQSLGGAzrFixnjGX1jH2w84Fbqs2VLwuG6eKLWbTcap1W0Fv32eHzO8lKrxmIGLCeE4vyODH/7ZBvy3FWyGbUlGHCqSG4me3+Fr1t97ZmqLsHQWIR2okk0wZ29JJzCH3E96fKoO6VyqRTBv8ptzqOJKoQO/TiWekGWbu4ESWZNZV2g03JpV/aoN9/5S2Toehx4G9v1K/FxDMg4nwKrUHlu6f+f+Oi/i1C84xaHjN5engFVpYZB1azNivLLQBn08F1mVBkFEHEaIcK6jXKh1ZtDiZoTwYWfl6IASQ42CbMJEibkwoGohQAOuB4+wfw8TIrF5RqDudw6iUOdJVRwqZBw22mIzQjgIO+NQZmlMg8p92GTaqCbEC4ATOQPPn2AtkvIhZxzaBcBP/VQto9AJwwBa2jugaxVdtQxkwe8vqgaqQ1ZA4BZSeiTA1oNs0XTVvHZOleYsihQFikO7mGvDLooc7h+VF74aANUcsIHREleQBqBt6UTVePfvPIKKCyFVtSBVDtkF/3f86zbufB/MlbCMZAftO8k2/czvaEIm6V0Ia+OIw/Fi4JlRtjA4sy3ty+JNprocKVTw//3RcqEiywmv4xi0cK1LEjU6z2tH9wAuv+MhvOvO7ej73be03ntT/EEAtXxBFdDxpaslpXTeyCDKOfQNUaFPs+nGSZx9/N+e9X6DA8rFXBcM5co4IyCQRWQiAGQLZTyyn52z0sYCmp8nA7Xc9IuWNHs+nBxyP6ZhEWBO+8DxjEN2X+TH7jXXLJfM6yW4acNiGIaBVuJecN+OI5J3iGGfI2GoWf2MrSI0wqp0lNqUphL17NKwjrcfcCp0qeKQX0vp2gmXyTFzKg7t4//c8WH6dgay49+bZa+pGW0Z7jsA1Il0DhrkxvLsE9gYe1LptTauvmAG5nd5EC+Soj21K/Wbc0gbXEQNVxf6zDlUcaVQhW+nEtmxdcJXxiFVHE6Ay81kwW1d6zff8Inv6r1+53fEjzdEcSi5F8sUh1Q9p4KwiFO/4BSHTqtSqjicAKtSe59WzZpF6w/exj5vxGv7TESgNkeKwzAREYcRIpyLsAfXu98AfHEO8NXzav/e/YbG+mK/3KGZlQOgMcSdCLLJLp0EhAGR4pCiavLb9IuPsOcoVSCGlW9oQ6Tem1TiUCHjMFIcnh0QFVMCZRxKxmzOqtSfOiRbrODO7SeEzw2U4rjzkUPMY2FalaoWAGVYv7QL6UyLtlX09upKoe3nSZm6g4wNpVIB/dkiKkX9DkxncZ2SpTNb00yRixZFRNucA3u+2UURalPaKHQ0J+XZkAL0Z0soCZSTuuPvWkIcUlsx2nm/R1JkdBb8d/bwHam3/2IPvrJln+u20GKdDNSea8ShWjyTY++J01tq+0PX4q3JhYj6w0uDQoWbYdRyI1WOYxiFax2SaKLyvJ45dALTT+tZHq+P7UUKZfm4QXAipHxDG7Pa2Pf7tioFxIU+jXtKUOJMuZjrgh4JyTfiIA6d4+9F//tB5hpMxWO44SJWaaui2Al6H3Nef5TMOjGUl7yrhrAIMKd94IAk47Bg1cakC2a1aqnHbPUyVS09fUSQX+QC+xwJy5pQd2wVoRHEIc03bHaQyWEd7/NntuJf3n0ZXnW+/nGsQ9bMKVFZ2VahM9v4cWVaEzuPKJP7uZPUC3r8+7PsvXZma+13UBWctPFKk9ywG0wAYN1Sd/txmzg1vBqpJDaBS0mT04un/DkbUcWhaE5w/ix94lDFlUIHfhqZlDMWOeIwsipl4Lbe8aM4LBeAnsf03tPzmJjQo24JsnxCHcjIx0qhZuNJ1XF+FIdhEad+QesXZmm8BkGtSkUuFUFBydb84Lgt9I9vBo4/xT5fLcutW6OMw1AREYcRIpxrcA6uPY9iPI3eqv3dSF/sCDVF2Pt+Csy8kH9uydXAxe9iHyu6d0uGBhlx2Air0hwpGFHFoX2OiiaHznN0gCUrQs03BMQT3illVSrIOExHxOFZAVEX5kRkHOp8xxjsgueuk+IxIg++wBOmVWlQNVG9c1nTKnqzuVH4uFxxyO6Hz/zoSVx+x0P4P7/by77OI2fSq7j+8Au9jL0WLYqIFIdZiz3udlFkv8+CkS7mtGekNoAiDIyWuII0AO0CywWz2pAR5B7Z+MDVS5m/D/RmOUtJ1YL/toMDdas4EVSJw7Y0+xvt4lWhbHKEfGdzrWila/FGi85OPLjnFJ48zC6ef/ih9dj3hdfh/g+tVzqOYRSuVUmiiczzakEBMUPT8tioWR6r5hzy+Yb+VeIAnxt3eni8gFYom+jPFpVtVIWFPkWr0qDEGaBRzHWBjDi0FYde42/JrOIpcn10K+TC6t7HDNSIwn9+16XY+dd/xFx/czvYe4j0nuRAGASY0z5wIFdCDFXMbprLbwAAIABJREFUAKugWGacwH3JO9B1+DfY9J5LldVjtnqZqil1YZ8jYVkT6oytMtTu0eF6h9J7Ac2Z1j3ey2e34qqlrPrivesX4fWXzMO/3uitArxq6XSxCl1DcWgjXzaFyugL57Qx95+SyZJ2zvtv0OPfRxSHXS1p7jsAScahD3LDbjCZNy2D+z+4AZveuxYblnXVG3CEjTte8yHBGtasWiiS8f5fHj4ozXyUwaxa3DlIr91ssYJvPrxf6fNsqLpS6MBPI5NyxiLnNKKiOCT3sHPZqtTNYcWP4rCUBTRjJwBLXNOcSMUhULMrzQckDsMkTv1CVEew9x3nsBNs/ioE3Wf5M/4zL2nGYXFYjfyPIIQ2cfjEE0/g2WfVrUe2bNmCe++9V/drIkw2InvLsxNhBQpHCIZYnJ/33PxL4JZfAYuuYh9/uVmV6pyjW/+ZfawtxHxDQJJxOJmKQwFxGCkOz06IiimNIA65fD199Ypd8BQRhACQB39NhGlVGkRNxHQua1hFH+9ajy3VK4TPUUWQjbLBXp8J1PZBGmwhoWjIxxA/9mq0KFK0+GIHtSq1iyIvEOJwsUIGnxfaMwn8/29axTx27Iy7IoYiDKvSbLGC93//CRRcrFj/c+8pdDSPF23MqsV13+sU/IVFxDEoE4ekWDU8ZlVK8/makvG6haWOxds/vvNSJnuRYmfPAFM8nDstg6uWTtfOGwpKVKiSRBOZ5zWKDKqWP8vjU8NqhZvjRD02N6DikCp3Tg0X6mq6lbc/gMvveAgrb39ArXAsskJXtIcPw05WuZjrgsMSkm+4UEbFrCqNv4eIwlBFcah7H1u3dDru/9B6vOnS+ZjVnmGuP6qUPqFASodBgDntA4ujw7g7+WWsi7/AvMYwgFfEn8e1u/4SrT9+J773rhUQcQAy9bKKIt0NhgEk40Zo1oSqY6sbz1GpWq73Bj+guYk0Z1rneL/yvC488LFrsIrkUtr3HFsFeP3q2aK3AwDecPFc4bEzY+Lx4SfPnJKONy+cFDfM0n1I1X6psYzDMKwp+zmr0trvoFallarF/wYf5IbdYHLZok7EYwZuWDMX94817Dz12deIG3e85kOEOLSbIn769DHupW6ZjyJQq1ygZpdrw57Lbj+klhk2szWt5UqhAz+NTMoZi1y2uQ/ikK7tzyWErThMtUI3dgIwJHMXmnEYBnHo8hn5M8EzDsMkTv0iFuebFuxaAxUbTIRV6cBB/9atqRb+t1ByN4IytInDG2+8EX/xF3+h/PrPfvaz+MY3vqH7NREmA5G95dmP5342ub7YEcaRI4WJtnm1f1NkcjPZVqXUdiAMuFmV6ni3U8WhvQ/DwpSzKiWLC7MSZRyerQisOPRrVapfhLYLnnlLTBwWBI+HZVUaRE3EdS7H4jDfvhmPWxe7v3HZdfjh0i/BkkyBRZaDZtXCjiPstZhErTiQIcThT/7QJy3O+7HXokWRooDIHbXY424XRfYTq9I3XBxctf3lP70Y71q3iHlspFipE2Aq6A+oOFRWCR4a4Nbg1K40LBvMJcrEIfsbbZtEalPa2cy+zi7ubnrvWi5XqC2dqBflcoKCcyYpX+69+sJZ9ewsHQQlKlRJoonM8yoihe3VlVrvsS2P/SoOg1uVsuPzowd662o6m3C1LMXCsUghoKg4DOM6Ui7mukCmOCybFn75h+O+yM2e/lFXRZmf+9jOngGp4nYOUaGqKA5tAoyqylThbMIplkr4WvVruCbukTl86GHgRzcB1jjBEzcMPP/566XqZWpVuny2XjPc+qVdKJtWqNaEzrF1wzIxAeG8pacTMSTj7O8K266UqsZbiOJQp5nk2zddgVjMqCvYbQw67jnxmIHpLfJr/de7T3Lq5Wyxgs/9Sqw4O3SmJB1vnpdYhlOlHEccjpF6YVhT9hGrUpniULQdfsgNu8HkskVsUTydiKOrNS0e97wIJ0fRPozMTyeoTWlLKs6oBHUbRRZ1NWu5UuhCt5FJOWOR1gRU7C45q9JzmTh0yzj0YdOZzGjHTmDJq8SW6n5IXy+4KftyA8GJwzCJ0yDgSNexhjdOcTgBVqWDR/Xe77RuNYwo5zBE+LIqVbVj2Lt3L0ZGRlAoRKq1KY/I3vLshZPw/ZmeVVvovtgRaqiatQmEEy1ji1F6c5+oa2oirUopcdjsWNjqerc7EbriUGRVOonEIe0ujRSHZy8CKw59EodutjECOAueVLVmQ6Q4dLNC1IFfNdGKOW3CzuWebAw3Fv8KHy59HFvNVXX1UNUysNVchX+/4G+B9/0U3SPy6a+oSLtlz0kcG2aPQRq14kDGYMfWvb1laZ6SX3stZ1FEpNQbBXtu3bRhMcpmFYf62PHjXesWBSJ77OJyOhHnlE46qsP+bFGY1ag6/uoUrQbzbBHHWbQM0wZzmU/FYZ04HCXEYQu/L2ylwtfefgnzeHtTsl6UOz1CrTAzuHyxPFOpPZNQti+j26JSuJZBlSQKK89LFfeYr9V6vW15rEocUkXzvI6gikP2/cN597HZtXAsUggoKA7Duo6Ui7kucFMH+iU3RwqVeuafCGFnbFEVqkwFT9GaTuD9r1rq/UIC2oST2/ULb9JwDMnDv8PG2JP1v7taU5ytJt1GJ67SvLZv2rC4IdaEThXYC3e8DqvnydUyy2e3cb+DEi1BQZuzmlL8WEkJT1fbS/DNKGeIyp3eg5zYdqifUS//atdxfPiep7DtiISoH5uniMab50+I173UUrloionDMI4/tSqdMTafScRjnLqUI/h9kBt2gwnNZXaFhlVpWJmfNrh8Q3Lt6I6lh3ob2ySta+eunLHoy6qUEIfnslVpwmVd60dxCGjHTmDdB8WPN8Sq1E1xGAJxGCZxGgS0llAu1OoQ9Pc3RHFI9llZs05JrVu5nEM1lXQEHq4tEN/61rfw7W9/m3nMMAz09/fjkksukbyrBtM0YZomDMPAsmXLgm9phMZB197yfT/lbdQiTA6KI2rHTgZ7cA37hvNyR/4MGJlDLDEuvacZdeekVSlZvNhWpX68251oD1txOMWtSs3ieJeXjSjj8OyAiCR0W2BRiGxrReCsSvXyBpwFTxFBCIgJxXzJhGVZvpRKTtgFIN2i68nhgtA6bO+JYVQRwwPVdXigug4plNGKPLJoQglJvB5z8ZZYHMfOyJXWIuLwnm2H8cdkymwrDpuI4rCAFDZvO4wb1rDqviD2WnZR5NH9fcKMw1HHMXrV+V0wqxbetmkryub4jo0bBv7w0iC++Z61+Oh9T2srb2hxeX5HE5NTdHwwj5Vz1QoFA6MldAksV1ULLEHUTXuOjy/sw7LBTMQMzO9Qu/Z44rBWZKJFXKoOcYLLQBsuwKxaiMcMzjKzqzWNl1xI3W8/cgjPnxjGpvddrm0hZheuH9xzEv/42xfx4mn1+YQOSXTjhsXCPLpGYEv1SjxirlEiTh4x19Qtj1VUYQBwgliVzmkPmHHYpj9/twvHdIzyqzgM4zpyK+YWyiZGixW0pBN1+14ZZFalAPD0Ef8WVT39o+hqFe8LP/cxNyKLqlBVSWkA+MNLbOHy9Wvm4qtvvxi/f6EXn/35c+h3kENLZ7Tgr66/EBtXz2GUQKlnvqf8fQBwU/xBPFBdB4C3zqWgY8zSGS31e5sX7HMkFjOwfmmX1pigo2ZNJ+L4k0vnc+p0GyeHC1xGW8MVh5JsSJvwvGHNXBQrJrKFClozCeFvnUYVh6SphqreRbDVy/a+ny8pJTodBeh4s/eEeL8WympWpXYzSZDjTxWHMxyNOulEnLHj5xSHQI3c6HlU+fs3mxuRisdcCWkOXvMhB3HopymNG/8dGCnQ82/8ePqZy57JlVGsmIEV5TLYjUxeqkvtjEVaEygrNMjRRs9zWHFoJjKQHdH9QwaWjc1LtWDHTqjUNpddB6x4o/g5TjUXQg6gG3EchlUpoD22SInTIKC1hEpefO67WdX6BbUq1caYdatd2+aIw0hx6BeuisP3v//96OrqQrFYrP9nWRYsy2IeE/1XqdSColOpFD72sY9N1O+J4Ac61oGRveXUgSrh64qQfbEj1ECJs+Yu1NsjqWKsNMmKQ2o7EAZkGYe+vNsdCFtxKLJYmErEIZ2AAo2xhYgQPoIqDg0yPZMRh5RY1mwCcXZu61iVWnDPe6u/t2xy9lZO+FUTDebKODLAj13UAqtrWhsG0F5Xt9nvOTYoX/yfGi6g6uiOt4sk1FozJbEqzVtpYZ5SEFWKU91VtAQK0DGr0g3nTYdpAR+9/xnsIgVk07Lw5/c9g4/e9zS++Z61nEoBAJbPasXy2a2eygUAHFHmtk8p+mUZhwoFlqDqpn0nR+rqh7BsMBNxAw8+f0pJudcusSodoFalAsWhja6WVL2ICtRsymwFBVUcdveNupIpgLp9mQh24fo3H78GrzxP7VrW6viHnpqgozlYd38VMdxW/jgeMde4vm543tW4rfzxuuXx6RG1ohRVjwXNOOxyOU/csJkWmqsmMHycf+FPbvWMqwh6HYmKuWbV0s5qHC6UGWIsTHT3ya+hsDO2aMbhwGhJeg+l2PUSS46uXzYdzakEblgzF2+8hG2+e9Ml83j7wHIBzce3KX1X/Ttie5EaU+DPkJCrNqhVab5sKltuOs+RhlkTjuHaC2dKn+sdKaKfEE80kzAo+IxD73ujq+0leMXhILnn0JxdFYis0wFw8yV7vDGrFvZJMg4LFTWrUiD48ZcpDgEgTay9hXNdjUxtu8HkovntesSZolVpGJmPFPT8c879/DaKqGQaB4HdyCRzf/j8m1brZSxWTaD/APvYjk3eEU4vE6vSbLGCT//HAenzP/zDkHKmJoNYHHjnPd7X17Lraq+LSeiMiVYc5vqBIhnb/JBgGmOLK3EaBCLFIa0XJjKNERJRq1JtEOvWpsiqNCy4jmTpdBrf+ta3sHfv3vpjn/nMZ9DW1oa//uu/dv3gWCyGadOmYfXq1Zg5Uz75ijAFoGsduPM7wKo3N2ZbIqhDh/CVogG+2BHcrTpfjlaldsZh3bvdJ3kYesahiDicREsRurigAc6pVvkEOcLUQtgZh5bMqpQUq3W+A2zndl7DqhSoqQ5F6g+zamHLnpO4Z9thbO+u5WwZRq1QeuOGxbieqBveeeVCX2qiZ48OYnEXew0/TzrZr189B3dv7an/ffRMDqVKlSvyO9UilaqFvtEiZo1ZANpFEkp0JY0x4tCgisNknfBLt47vn6CqFLsosv/ffwsQMdQoMrjt2mXYfWwYjx3wzrj56H1P4+5b10lVCl7KBQCY3+mfOBwYLWGeT6vSoOqmXMlET/8ozpvZ6ku5IEKhXMVH7n26Xtx2K0xxisPimOKQWpW6EGCGYWDOtAxDnh8fzGN2e4ZTHPYqElpSFZoi4jED377pivA7/qGnJvjme9Zi64E+bN522PdxHUUTbil/ChvNJ3FT/EGsj+9FDBYAo2YLte6DGJnzRxj9yu/r7zk5VPBUYWeLFU7JESTjMFus4LYfPOXrvXbhOJ2Iu7uXHN1R+88u0gnWDEGuo+WzW3H3reuYe4L9u+ixdqqdRNfaYRdyLygOS7ITbeiqYt2IrJZ0Au2ZBIYd58qp4QJ3v6OoVi3sOsrOGy9ZOF6Eo2rA3qxgbChlYWjO0WOGhVbkMYCkp+KQEofZYqV+b/vID57CludPMc9furADf3bNMk4V6VThe0G3UcGsWvjCr55Xfj0AZIv6pJsb8mVKHAYv0FIVO1UYqigOKYQNQILH7fHmpTN5Tlloo+ilOHQQh0GOf7VqcdbDzgYMZ1MOICEObXLDo4H7EXNNvcGkszlVdwZQghfhNNZIGqQpzTlHdYKez85x1q9TiEqmcVDEDJ4UtrFyXrv6vne7J/Y8WvtPdk98GViV2pmaB3pGAckUZhjN9aY0eo/3RLqt5nC371e1unPPYwCZg2HFG9yJK+qWoJJP6QU31eLgESbvt1Zj9WHXqji2eBKnQSDKOKT1Qs16gzJSrYARl9c9vECtW6nikEZJRVCG5wi+YsUKrFixov73Zz7zGaTTabzlLW9p6IZFmCD4sQ6M7C2nBoJkxdlohC92BCBHrTodncgccThRVqUy4jDk76+UeKWcrTi0vdt1LBhsxJI15WaYmGoZh3QCTLuionzDswdhE4dSq1KqONQvQtsFTylBKCEUc2UTNK1FteD7zfesxeMH+nBPgOL+M0cG8eZL5zOPUQusjatmM8ThYK6MF0+NMAWP1nQC05qSDPF1cqhQJw7tIgkthNkKi7TAqlRkQxeGvVY8ZmDFglk8cWhl0D+Q8yQNbThJonQizhWPRI9RzCOEh07G4cBoiVMkAFAqsPgtWjmx5/gwzptZG0/DtMFUKZLQ86KecUgVhy5WpUBNqeYkDk8MFXAZeMWhDrzsy7zgtC7dLGgcuGnDYo4AaMRnO637Tg0V8Jmf7cbjB/WOsdPy+D1rZuNLr19Sm7+NzZlnkmJyvmxipFjhFKVOnCQ2pdNbUp7WmzLYhTtdy2Eb9cJxM0KJq/B7HR3sHcVIoYyOsfNd9XeJrrUeD3Lv/JmtOOAza6vbJTsRCJ/ImjutCcOF8cbCE0PexGFP/yhDNqYSMayYM164nEnUgMKmglQrLBha5GHVMpAdy9n1Ig5p44SdpRaPGZjeyo95X33bxbhgNk9Wx2MG/vGdl+LKLz7kei/w06igkxdnIxu64pCd86koDr0wrYkqDscJDsuyfCoOxeNdmViR2+MNdYVwolBhLfBLkoxDIJg15WC+zCiW4zGDud/yikPJsSXkhtXzGAxYqFoGtldXYrO5EQ9Wr0B1TJX+n/tO45a7dqrbgntaldauubCtkgH+fHYS/n7msk3JeMNsSp3oHSkyY6ATqnbigSOc6HrNK6vyLIQ9RnZI1o0AMGLVaiy+m9Ji8ZpQZdWba3Xn4ggzB/PERCsOB7rZv9Pt/km9MIjTIKD1ikqRVxw2ygHLMGoWr36zCKl1a3NkVRoWtGch+/bta8R2RJgs+LIOJN7BESYeQbPibDTCFzuCwKrURXFoFmtkW6LBhJUpyzgMWXFISdNEE6vs0/Vut9E2J/yuKhERN6nEIVlcFIjiMMo3PHsgyhoMRBzKFIc045Alc1SyoeyC52P7TwufzwusMYGa4tCJ0WIF77/7Cezodp/sP7q/D9d+9WHtItXy2a148dR40fcZoqzoyxYZtZVhABcv7MDs9jTz+HZS7JjXkUF7hiUOTwwVcPGC2v/bRZLyYZlVKfs7ClZKakMXiipFcK8YRQY7DugV7YOSRPM72caL4zpWpdmib6tSP0Wr2W1pnHIUyZ86PICNq2Yjk4xrFfxV4FUkaSPEkm3fRRWH0z0sKOcRq1jbAvP0sP8cF0aF5hM6mVuN/ux0Io5FXS3Y/P6r8OCek/j+1h5s9xifRGhpaR53ThhDKhHDjNYUk5V1aqjgShxSm1JqSakDP+SGE/XCsZ+4CoHrjM51lE7E6ioes2rhl7uO4+1XLEQmGdf6XfRa81IFXraowzdx6EVK2kTGn/zL4zjgkvWpSmTNnpbBC6fGiUOVovez5J64el47Q7bMaGPHFKEyJ5nB0WmXY9HQk57fZ2N7dWXdDpySkxQtRDnntC88M8rPCSh55MTzx4eFZEnQRgU/GbqU6AuKHJlf0f3mB9T+eqRQQcWsIhGPIVcyXfe1DDLFIW0MsscbWb4hUCO+Sma1Pp5TxWGaKAGdzSTffPgAk0mZTsTw9XdeKjz+/eS8n96SYq5HqjgUZhzaGCM3zBVvwge+9xh2HXipnqktgpYCy3U+ZNTXFGE0pVHQ85kSnbpz2TAUsyrY7zL2KmfFBr0nmpQ4PPesSu0xUtZYCgAjGJ+jBl1vIJHWrzs3IuPQ7TPO9LB/+8k3dCIocRoEdN+V80CJEIei5vuw0NTBEofzLweOKbhriKxbuYzDSHHoF5Hn2csddetAHUT2lpOOoFlxQGN8scuFGmlWDqGr52xGjkymWxx2zYlMTYLvRNiqPxGkVqUhWzuJ8g2d1l063u1OhJ1vCJydVqURzg7QfABATCbKQElyVcVhMqOdDWUXPC9e0CkkCQtjC8MM6cLOl0zmu1b/zRZP0tCGKmnozNj71nvXMs/tPT7MdILTgtTi6c1oTSewaDq7uNlGlEfzO5o4u0BaYLhxw2KuEJQcIw6bwC4kC0hJbeh0stqkqhSBqjSHDAbzekSsV8aNF+Z1EMWhInFYqlQxXKigZPlTHAL6+UbXrZjF/P39rYfr18SWPSfxzfesVT4uKuDy4xygipvhuuKQPX5eWX30nD0xtv+DKA5tVUhY8MrcmqjPtgnHH/7ZBjz1udfgqqXTXV9PcwdlZKCtSrZBbWIpKHFIryEd+CE3nKgXjv3EVQjgzGF1w9UXzMBbLmOV4p/7xZ769fj1h17U2hzntdZDsjypa+z8jibl6/zyxWyxqacvB8tD0tOaTmBJF19Mc8uKlWEuIZXpuSMCZ1O6gM0KmtnKfqbMxnhr5594fpcTm82N9f+f4cOq1IbIKrNsyvf5Iy+y6403XDwXT332Ndj3hdfh/g+t5/MbFeA3Q3coH262Zq7EjsNNIRAvLak4knF2f9jzBj82pQBgIYai4F5eBru99nhD7eQpnDamblalNuyx/Qfvv4p5vGRWce2FM4XHn1r00pxYek9RyfPesuckHj4wzGRqy2A3PHjCjXBKNjMDXNiZnzSXjo5ZOnNZgB+Lg0KWn77/lDz+RZk4DHpP5KxKzy3i0DlGyhTHwLjiEAi+3vCFiVYcDr3E/h2UOHQika41r02UaIdTHAoyDpMNJA7pvrv6k/4zL6OMw9DgeyR76KGH8Oijj6K/vx/lchnVqvymahgG7rzzTr9fFaGR8GMdGNlbTj6CZsWF6YtdNWvdWU98l5fSX/mBGlHUKCn9VAVVHDo71Q2jphxz2nkWR4Bm90KWEsqFGgmZauWJC6lVaciKQ7ffDqh7t8+4EOh7YfzvtgCdaiJUTeD4M/zjv/ofwCs/NjnnLV0kcorDqGHjrMGEKQ7ZAkjOSuHP7tqpnQ3Vmk7gPVctQu5XaTQR680lc2Zg03Vr8c//tR97T4wvyvtHi7hF8F1h4p/eeSneNGZHalkWpjUlMTRW6CqZVTx/fBiXLaoVeP/wEmuRvGpezaJtYWcznugZXyjsJOTm/M4mZEihiBZpr189BwMzpwGOS7KuOCQZh6sXz5ba0AWx16pDMP8atfQJCK+MGy8s6GAXjadHiihVqsLinhN2gVJYXFNUfOuomzacN12ocqDXhMz27qol07GzZ0BrtuWm3OMyDgviwq2n4pASh2PnrBd55QYv+7JzAV0tadz3wfV1y1OqmvjzV5+Hlwbz+MWzx+uPtTeJi2NzpmWYQrhXYfLEIFEc+sw39EtuOHHThsWhx1XYCqAPbX4S/7mPVbBvWFZTgL3i/Bl473e3c++1r0ddOK+1HmInesEsVqU+XKgoj7///K7LcPkdv4XdZ5MtVtA/WsIMF0VdoWzicaL8/u5NV+Dq5TO0yXOvZhYRniX3wEsXEuKQZhyOFIW5nI8n12OeuQbXxIkntgBPJS7FlsIV49/hoTikBMSogyAbEjS/lF1UcPQYXrt8Jro8vt8LfjN0RWrJQNtBFYcq1pYeMAwD05pSjNJ0MFfGjNa0L5tSGyUkkUaFPMZur01UuVmVArYtaG28dbMqpehsSaGrJYX+MeW+ZQGHekdx0Xy+eN+fZe+19Lqg36NCHOo2cigpsNwaqch6ImyrZEoc0vNPdS5rg+ZX+oFKfrq74lBhbhTGPfEctyplx0gDeSuFJoOvMY1gfI0QdL3hC3SOInPe0oGrapHcOMIkDicaIsUhJQ5FzfdhIcPOXWCWatatD38RePTv2eeWXO1u3RplHIYG7VlIqVTCbbfdhq1btwKAZ/cdANeg+AhTALrWgZG9pRxuxE2Y8JsV17EY2PiF8HyxpeHRlnd49LkMatdJs/nS7SxxGERxqErcSq1KQ1Y7csThTP41Tu/2HXcCh8kk/bWfr2U/PvKV8cfCJA7dQs+PPw38+ObJOW/pNVkgC+xIcXh2oGqKLTX+7yfVSWnVjMMKq/L6u99249HD7k0IMquk7r7cmO0M27H7mTevBRbPxXcfY/MbvrrlBcYaqhG4f+fROnFoGAYuWdjBqAwe29+Hw/05/NsTR7miczxmwKxaWEgUhyOkIDK/o5nrwqe2cPGYgbetWwY8OP5Y0rCtStkF89+89QpXGzq7uP6+7+7gttkurkvt1SQND7cnNuPb5huxpXplPU/HC0FJovamBFpS8XqB07Jq+22RQHHjhF20o4oEAMqWTqpFq1ed3wXTAnaRgjqFfU04lzSZZAzP3v5ajBZNXH7HQ0rbZcOtSELVa8VKFaVKVTvjcM40alWaR6FsCovvqvCyLztX4LQ8/ci9T+HXu8fVH9Nb09h7kh0D25vE5+XsdrYwddKD3Dk5zI7Xc6dpNJM44JfcsFEvHOf7EXZcRTxmIEPUUbe/cRX++yuXwqxauOWunXjuWHj3Dee1RhWHFy/oIMRhuT7+bnr4AL72W1bdSMffBZ3NTI5oT9+oK3G47WA/8g4FTEdzEq++cCYScf0mTap6PTHkruguVkw8f5wd5y4hxGEXyRAsVqrIFiucffJA3sRt5Y9jE77uSh4WF1+L//HSB2A57jleGYf0nuPMUhMqDiWkzeH+UcbKFQCuvkCw3tCE3wxdPzafbshxGYfhjMudzUlCHNb2uV/FIVBTHbWBPT+dVqWvOr8LZtXC2zZtxWmick3GDUZVWtRUHDpx3qxW9Dsaww6czgqJQ2rRyysONaxK4a+RQ8kW3I1wIjaBoTSlOcBblfLb6ZY7fPmiTjx5eLxhrxBQbaaan04jFJzwuj8DCCfC6Ry3KqVjZB4pruEUYBWHk9KUxikOwyAONVSLTR3er5mqECkOqdCgkYpDuu/yg7XASg5GAAAgAElEQVS6SecS9vHlrwPe82/un0WFGZHi0De0r+B7770Xjz/+OABg1qxZuOiii9DW1oZY2NlTESYOtnWgip93I+wtz3ZMluLOT1bc+a8RZpP4QtDw6KmOICSwl+qOEkBFubWGK7J9NZKLEm8i4lZmVUo7iIJCZFUqgtO7/a4/Bg4/zr6n/wD7+vaQiMOpfN5y3aVk8RJlHE59hEVKqyoOiS30tiM5AN7qZVEO26HeLPJWmncvH1tANJGMxEaThgBfXLl0wTSGOPz738pt7X656wQGc2W87iL3zur5nU2IG+7EIQBkMuxCKjWWbUgzDluava/TeMzgiMF/eMcleOvaBfI3uZxbl8YPYVP8n/CIuQa3lT+OUXgTEkFJIsMwML+ziSnMHxvMexKHA6NuikP1zmy3opWdb2VWLXz0foGyXACnKhWoKVUzyQQAQ7uQ7FYkSSdiXLF0pFDmFCs0j4qCJxYKnPVgJhFDQUEtYcPLvuxcxPkz2eu1uy+LYUK+TpMoDmcTO8nTksKkrZT4zW7Wnu7fnz6GpTNacL1mDptfcgOoKVW/+JY1KJlVZHy5l3jHVdDxc+FYHmrQXEbh1oxda9lihSME1syfhp88NW4fZpPq8ZiBC+awv+GKxZ24/0PrmceWzGhhiMPuvlFcsUR+f33wefb4vnq5P9IQ4BWHsoxD+9z61sMHmDElHjPw/PEhLJreXD+3kvEYOpuTjC1y70iRIw77syWMogm3lD+FjeaT+PLCHZh2ajsAC1XLwPbqSmw2N+JjGz+Oo9/cyrzXizjkrErHFNeWZXF2zQBLyDkVR7TpZu60jOd3q8BPXhwAzjIxKGjGYXMqnKI7bUix97lo36tClHNYHrMv3XDedJgWpPdhakXr3I9U6UezBynOn9XKOErIskap4pA2A6TJXNfLYtFPI4eSAsvN4jLJq32cc6KvbnkBhxwK7K6WFO74k4uUMz+pZbnMXlmWO2xWLay6fUv9dWXTglm1tK2Dgdp1r6JsfHR/HxJx+efL7s8Mwrgnclal55bikI6RBYjnqs6Mw0lpSuMyDhtsVUpxrisOdVyUdEH3ne3ANUIsnttZ23shuIzDiDj0C+1ZyH/8x3/AMAy85S1vwec//3kkEudWF8XLEqrWgWHaW54rmEzFnQ7ha4MOuEEQNDx6KiIsEphmHDYT4pASQEUN1Z+9jTu/IyAMBbAJsPNfI34+dKtSShx2iV/nxJw1LHF48jn+XA1LcTiVz1uvrsRIcTi1ESYpTXNQpYpDdhFT8MhWcYJaJR3qG0VetAAc6yoMI2NHF87iSrZY4ezvvPDo/j5PBdb8jibQIoGwM5nYaKZgwkAVaYN8vmKjyXGSCUizGBkonlvXxHdjE76OW8qf8lQehkESzevgiUMv9I/Wivtl0RJE09JJVrSyCxTvvpO3RFTF/M7aothPIdmtSGIYBtoyyTqBCtTIVGoN1umRcTivg120nxoucOfU3I4mLOhsCs2+7FzE0plsAfZQ7yiGC+w1Lcs4pMShaNyQKSUA4EBvFh+592mhfbQb/JIbAHB8qIBrvvJwnWD/xsx1mNG7Q/0DFOIqKMllk9xBcxlFWLd4OtKJOPafYtV2M9vSHLnuJISd1x/AkwcAsKSrGY84/j7czzfa2WTW5q092E5ssKe3pHwXy6kaVZRx6HZumVULf37fM7j6gqPMuTWzLc0Rh8sIeW6rz6qI4YHqOnzirX+JaV0pvO3rW/CHvmq96ePNAwWGMEnFY2j3UJVwVqVjisN82RQqu2xiye23ArX9c8tdO7WuIxlu3LBY+9pyKifDACUOW0Kaf00j9xVbcTiY4+07ZRmYFEUryTWczepsw79cfxnuf+IoHjug3izAZhyy+8BLcXjBLPY8lhGHnOKQXPuUoPRSHPpp5FBSYLlmHIqL9vacKF828Ykf7ao/vnZxp7c1qgNeVqUipBPxOhFarfI7o1A2lT6nUDYxWqygJZ1AJhnXajipuGSinhwuCK2ZGYQR4WSSNcE5pjgE2DFS1HBatBIoOtaTk9KUFqeKwxByaHU+42wmDoWKw0m0KrVd2oaPs4+riAqijMPQoM0AdXd3wzAMfPrTn45Iw3MJtnWgaJAz4sA7NteefznZTXpBt0gsU4z4hU34eoXFOjFyIrzvDxoePdVQHAF+8Kc1RVDPoxgvJI+RwD++ufa8ijrQS3FIr6OSouLQuY0qpKGNQw8DJ3aJn5sMq1KK2Rexf5/aDQyTczUs4nAqn7eexGEDJ2kRgsMPKS0DJRQtWcYhIQ4ttYw4gA2rr5hVHO4fHbMqJRhbQIRllaUDu7hidxz7UTnS7EOK+R1NQttHzoqfEIdJVJCGgJQU5VsSWJaF40M8ySOFxrl1TXw3NsaedH1NWCTRfLLNlLgSoa44tATjXYDO7HQijq7WdJ2wC5oD5/xtN2oWPbyKJDTn8OgZdkGeTsQ4hS9FZ3OSsVSrWsBz5PqY3Z7GpvddjqsvmEHfzkDVvuxcxNIZVHE4yjUbSDMO22kOHVuQ1lFK3PaDp2AKiq0y6J6TFLbF2+eOrfd+sRMecRVm1eLy+OZOy4SSyyjCzp4BvPvO7fj5M8eYx5d2tXDHbciFOJzeyt87l3Sxc66Dvex8OVus4Ja7duIj9z7NkYYA8L3He3DLXTu5IrwK6LnVmy0yeX9+zy1KkPYR9ZVlWbz6uTkFJNKwWmYwSnG6P2a2pT3jaShxYFsiyhRvZbPa0OtIBDsvTgfU2jEonNmPQHiNW7Qhxc42pMf8tatme+4D+7NE7gGvXjUfRszQIg0BVt2nk3EI1BSHThzoVSMOZ5BrP53Uyzi0Gzl0oKTAcrUqdV8PZsj8QVcRS88/XTI+FjM4AtZtG8yqhV/vPoF337kdK29/AJff8RBWfO4BbPyH3+OTP5LULzwwv6MJzuGoUK5iuKBwnV75Ab0vovdELuPw3KuXO8dIkeLQmW84aU1pnFVppDhUhlBxOMlWpYA/UQFVHJay4ZDIL0NoE4epVArNzc1ob29vxPZEmEyM9rK5azYsE1h+w9llMzkR0C0S7/lZ+NtgE75r3s4/t+RqYOMd7GPZU+F8b5Dw6KmIMEngatVbcejHqlR1G2U4Kukopx1EQaFqVerE7NXs3yefA0ZIV1EYxOFUP2+9FhdR48bURpiktErGoWXVJvMOFDUUh7aaDwBeOpNH2bRqnaMUtuLQg8hoBOziSlCLO1ktMxk3MKstjVltab7AkCf7nFMcltEEMjbEEu72UmMYzJWZzvqYAcx2s1nTPLduij8ofS5Mkoiq3o6d0SAORYrDEC2dgubALegcXxTrFJJViiS0CEeVTJ3NKc8CvGEYnKJq19FB5u9ZbZnxTLf3rsWGZV3189wwaplum967Fnffui6wSudsxVJCDp0YKnCkkkxxOItkHFLCTGfcsu2jVeGH3BBhS/VKPGKuUXuxQlxFf7aIioO4ScVjmN6SCnw9ymChRoDSDN7FXc2cxeyIo2hM7QppzplZtTiC4TfPncS779yOX+8+gVKl2lAyq70pwdxzLQtMPpzfc4vaefaOsOfsaMnkCJuOMYKIqgkP9bKFxBkKVqGc4rBUgWVZnOLNRtmsNvQ6EsHOi9O5vqi1Y1DQrDYVpZYKeKtSccbhrLY0c98QwZ4jieadfXnLl8K44JZxqGBV6kRP3yhDtte3zcuqVFNxCITfXATAfT7kUbSn83W37D8ROKtSH/l0lICV2aY7GzC2Hepn7hMvns4yubE6WDm3HV0t7vdo8RvfqN6UL7on0vXaOWZVCrBjpJA4tGprg0ltSuOsSsPIOKSf4fK7zmbiUKQ4/H/sfXmcHWWZ9am6W+9rku7snQ5ZIYARsiAgoLIIigqiLEJUZFjmc9CZcfuAcYT5BlBHUT5RGCQEET+VGRQHCCggIAlbWJKQhJDOQpLu9JZe7u2+W1V9f1TX7arnfavqreX2Eu75/fKDvrfq1r21vu9znnMOqTfQnNVQYWtVSkUFAoR0rJxVn5ZUh77gmThctGgRUqkUOjpCtDwsYWKg/S3794bZTsr3PbwWiR++Elh7HrD1kXDVh3IEqCCD+lP+EVjzJ+DYz1tfH+zQia2gCBIePRERplIo3WdVB0ky2+1CCSARq1Iv35GHPpsJnJoLt/OGIQ4FJt7Tluj7ycBwL0u+hpFxONHPW7fmjJJV6cRF2KS0CHGo5EDP54xN1gQPZquktm79HjTRrEqN4kpQizu7gvX02nLIsoRYRMZUUjxqHyCTJNK9GpPyTL6haAcmVRtOqy6zz8LycW6tkrcVMhiB4pFEs+qJ4rDfnTg0inbcjEOPVqVOMOzD/GKm6beJFpJFiyRUcWjOUQPc8w0NUDvDN/dbicOmEWLLsC976KpV2H7z2Xjtho9i+81n46GrVuGcZdN9WSkeKaitiDGkEc3dEs44HMxYLNruf3GPp++yzsN9zg+5wYMKGdfkrncnDwXjKqilZnNtGSRJCnw9esXGth68ttdaHLIqDq3P3gbTOWAUsn/27C7mcze09eDaBzfhk3e+UFQyi9cYYLaA9fpMNM4tN8Vhb5KS5lHERp5NVMHJKA45dq8U1HJT1XSb0j5bxaF3AsrLdWQHt4aLr310gWV5P6pSJ1AFY1iOD4xV6bCRcWg97vUVcctzY8ctZ2PJdOvcVRkZWPGe5Z0p1ZfCeDCjf5+8ooJy7W6Kw+aaMsvYJq9q2NvDxnGwikOacUgVh+41m7CbiwA4zwldivZUceiVfPNjVer2HXiKQ1E1sR8saKpCc60P4lDU0cvumchYlR55xCEweo/MR9h4hkFUYHpt2fg2pY2F4tCpOX4yE4d03+WGWaEBJ2c1NNhZlTLE4Qz3z5IkoKJkVxoGPBOHl156KTRNwx133FGM71PCeMLOyhAAhkrEoQV+isSAd8tLUSRJ7lPNyI20otFagNYUYCiEwVkhPNoLpImrmApTKUStOssb2EElY1UqQBx6/Y5eEKZdqR+r0lg50LjA/v14VTjnzkQ/b90mFzQbs4SJg7BJaVow4DWb5FmSxovi0GyVZCgHhnhWpSNdm2EVrupcstsMGMWVYlncAVY7ymZSpGUypUjXcBx5lEmk6YJ2uNqgvc/62TPqHNbzcW7JkoYqDOPYmTV47hunF40k8qc41It2fMVheAUGP/ZhZlAb1jCVe9VEwfYeJQ4FrxFKLFDl4rRq9ryilq4lAPOm2BdAYhEJZTH+dLmhIo5YZPR6UlQNnYMZPLa5HZ/7+Qa8xLGvdILZPloEbufkwiaxMUMK5ViT+yZ+VH+D7lZSGCdJ+t8e4iraSfOAcV/1cz1OESTQeXjv8DBueGSL5bVkJo/8iAKplxBVBnEoWsje3uFtDueHzKLPJIM49PNMNM4tVnFoJVF6CYFkzn+jyttdRHE4tdr9eEUjMnM9JdN5hrgyMJTN+/6tQeHUcPGRJU2WZam1Y1DQjMOKeHEUh30FxaH1eqDjtJyiWdSAZmQ09nnVkVR9KYwNApk2bwDuikNJkjBfIOeQqo2nkPOWPhszNr/bjLCbiwA4zwndFIfxcInDal/EobtVaVA3EScsmFaFpmr75gtHGI5eZ9zIvuf2TGQUh0eum4MsAUmFpzisQHt/WoyoLRYo+aWEkXFImn2dFG+TmjjkKQ6pVal7LIdv0H033AcoebbeLaI4BFgBR0kQ5Que72Rnn3021qxZg/vvvx+pVAqf+cxn0NraioqKCkdbncZG/5P3EsYI7W/Yv0fVP+93+CoSm2BYXl72cDgWsPRGWjUyoZFloKoZGNg/+t5gB1A1Ldj2wgiPnigIohTi/R5KzPIUd4xVqUtul1+iWhTZFNuN4xd+rEoB3a60ewf/vbDyDSf6eeuacVgiDicsCqS0l+eCAyktQhzmrBMyRU7ACzFutkoylANpalUaLS80PgQtXC1qqsb1H12Ak46agr//9SbHYoG5uJIaKo7FHWBVlTXXlOEtjNq1H2KIQ2pVmkcZyEQ0JkYceso39HFuqZqEJMrx1oEB/O//3oy1X1whvK4XUHLtQJ+eDek0HzBsIHPcjEP/RAEPX1g9Fxva/I1fZ9ezx8QoJJ+zbDoyeQXJdB5VZVHPJBxVHDJWpaKKQyfCGayVZgl8tE6txKt7+R3INWUx2/NZliVMqy7DAVO25zW/eg2vE8tYURj20Ykq8fPJ7pzUNGDJTU8If44KGT/pWIprr/s6EsjrTS2Jas/jH9pwYSa3vV6Pi5qr0b0r3PnnYDqP+so4ozg0LO2KVcg2yCwv9wq2mUU/z/zYvhrnFlUFdhH11eEUVZ6Nkhc15db7FiUXRBSHgE54p3Oj20lm8rYZh0F+q5fryA2JaMTyeXZZjWEgm1ctdr9AeI1btCnFyDakVrFmBa5Bpu/uZtV7AL8JqDetQZLs3R7sYPBp1B5UlmDvymDCUVOrLJbdlDhMZfIMidZAnrdU2Uite+1gNHLc+vg23PO81Tp5dWsjLl89F2ce3SzevBWiVakI+WlGKhPcKrcsShWH7HcI6ibihAXTqtFUa32udw56sKuUI8D804Gnbx59rWG+7ujlhPdBxqGB3lQWw5zGASPj8K/vdOHiFXPG+mvpCFtxqGnsZ1RPBzpsHPuoam4ygc5lc8PszdwlZzUQaMZhuh9IdcIyD44kWELQ9vNKisMw4PlOdtZZZwHQu3qeeuopPPXUU67rSJKEt99+2/u3K2FsYXfjA0rMPIWvIjGBYXm59Pzg34dmF1aaiMHqJpY4nH5s8G2eeKU3AoaGR08UBFEK8QoqVHFH8w0B71alQYlqQCeQkzZWSbmQcg6zKVYFxfv9PDQfY58DKtpRJIKJfN6WMg4nLwKQ0umcglQmj8pEdNTaR8CqNJO26gPleDlOmTlFqOhJrZJ2daUgQ0WTRJ71+WHdYvvEK1EePcbyVlNNAocGxCfhV5/WinOW6U0Aa7+4Av/5fBv+/fHtlmV4xRXD4i4IeTi3oQJ7e9n7nJn4ouotVnFovd/HkWOJQ9qlaYODVHFY60AA+Ti3NqpLCvZhhk2ese/DxLTqBCKyVMjvyuRV9KSyjPWXGT2psbEqBUbtw7wSAfGI7PgbALaQ7AVUucNYlQorDp3PN57isAQW86bYN+VQe0aKppqEhTj0SxoCVvtoPzCfkz3JTADCJeG7YYoqOszkl5fr8ZQFUzznAopgIJ3TiUOiOqqv1I9zsQrZfsgsO6tSP89E49yiOYTUtpHme5pJFbusTwNUzWiHykTUYpGayijot1EcSpLk+7cWE5UJ63EcDDHjcIioFyOyhISLTacoasuJ4tDBqtSAG5nOs8jvHNKwal6j58YdgzDNKFbiys2m1ADNOaTEIVUb1nAaf+i+zghkHBqIyJIlHxkAzjt2Ou68ZLnwZxTgNB5ytSq1/gYvikNV1RgFbRhWpRnyHYrpJgIA86dV+lccGqDHQBPYjxPEqpQ7twwZHQNpDGv2GYdPvd2BT39gZtG274iwMw458SCOMTpHmuJQI/dBwWgOX2CsSvuAAWJTWjMdwv73lIgsOSn6gudRyN69e7F3716oqgpN04T/lTDBMdQL9O1zfr+EURiFvKBwsrz0AkZxaCYOyUON+kP7RdDw6ImCsO0rRRSH1HLSzSrU13ckmOJgBRqWVSlVG5bVAlFBBUmTQ75OjYCHuSgm8nlbyjic3DjxSk+Lb2q+EBffvRFLbnoCH7zlz1hy0xO4+O6NeGxzO1SJKg71Sbyianhsczsuvnsjzv2RtXErgzjuvGS5MwkFvlVSR2c31sZuw0cjr7MrjFhsn/Pm36MSowXy42fXe8rXMltvRWQJx8+2DuQXN1dz7TSDWk4CwDnH8JsPzMRhk0OelP6lrZP/GM+qVFBxSO383Aggr+fWOuVM699FKoZHIzKaSc7bwT5nu9LeAnHIUxyGW2ARtQ87dpZ1gj+jrkzMSswnqOKQFiYbKkQzDp3Pt6aS4lAITlal7sRheOSs2T46KPxkCoZBuDCKQ9P+8Wrn997hkJraTOgfzkHTtEIDg4HGykRRC9l+9m0zeS60j9i++XkmGucWozikVqUOxCG1WKYQJQ6pnbOT4lDT4Pu3FhP0N2TyasEGNyhS1KY0FnFU8XuBQZAbMJSGfSl7q1I3Mp33LO8cUnHJSu9KI0OVRhWHbjalBhjikORwUoUtr0GIbot+FzdQMt73M8JpTuhRcTicFScOh3IKQ9T7yaljrEpN9sGKquEPbxwompvIrPpyVMSj/jIOzaBjUkWgQcDBqjSdU9CTzHBtW8OAeY7Im1uG3YzT0Z/GMCfiwlAcPr29C4tvLN72HcEoDgMShzzFYtURalXKUxxSkYFL80IgUOJwuA8YPGh9zYsbWSnjMBR4fgqsW7euGN+jhPGGk9oQKCkOefCqXOLByfJSFLk0kOm3vmYhDslDjaoT/cIIj/5/X9DVk3awC48eK+TSOjEWr+IXdWNlwNyTgL1/E/9MJ/vKFCk6cK1KqeLQJSvFj5rJjNbT9bxLO2T59jOe4Sff0EDT0fbvhak4nMjnravisEQcTmgYpLTTeTWCzYnluODZRmgYvV9oGrChrQcb2npwS/MBXGZeQVWQzOQt2UtHE9Lq0BBww683ocJhgv/9C47FZz44y0LMDQylcUv2Npwa2ez4nad3b8BdsSTW5L4JFTJyioq1X1yBdS/uwb/+yeoqYeRtvWiymRsi1kdDOXErpCCWk6csmILzjp2Bnz/Xxry39sU9qCqL4qyjm1nFIS0wkHt+TFIYxaEaKRPqyPOUcQh4OreeU5ZhvXqC5TU/NnmimFlXblFcHTg8jGNn8S168opayDAaC+IQGLUPe3JrB3769Lt4u33UGrwsJuNHFx2PdE7B1347mvNNFQNhgxKHFHXCxKGL4jBEUutIRutUB+LQ5ViFSRya7aODwiCXvNw3wyBcWMUhPyv0ya0dWLdhL/P9/u7UVnzj7MXQNI1RZoeBgeE8hrIKQ9bXV8aQTBfPFtvPvqVNGeZ96/WZaJxblNzrTmYs9tI049Bsm0ytSim8KA7N0IlDvuIwp6i+f2sxUR6LQJYAcx08lVFQWxF8zjBM1F4VifCe2zTj8PBQFjlFxSCxWjWWEyHTeRmHOUTxwbn1nhX/BqHCEIeC1w5PcaiqWqERqEeAOEzEqOLQG8lDyXjR64JBAKvSMk7GoZuNvAFqu1sei/jKxqYqM4MUpnOZYiCZzuOxze3M8fVMHFK1oMpvcHBaRkEE6ze344ENe7Fxdw80TW8kWTWvEV9YPRdnebGvdYDdfjXPLY2mHD9EMA8dA2mkOYpjgzg0UKztOyISNnFI1o+WOcf8TGbikKc4pEraWBGtSum+0xSgZ5f1NS+1wVLGYSjwPLpZsWKFr38lTHC0v+n8fklxyMKLcskWmjtp5IYUURvGq62+07Qbhqc4zKV10ifncUBlhEc3c9Ri1dOdw6OLCVUBtj6iW+z9WzPw/fn6f9eep7+uKtZlvJCGgLN9JVUchmFVCnhWnBRgEGBOodDZkLq6qeJQ1KYU0FWFdl7l1SEqDoHR8/aidXrIeUHNKbmHnhcTbkXzkuJwYsMgpV2eC5sTy/H5/uugOQzB3umyqrZUlZ0QJmAdxKcRx/M7uxlrJjPmTa1kJqg9rz7sShoaODWyGWfKrwLQO5gjsoRjiFprwbQqPHTVKixqtl4/Q6TjmRKJThk+hsWdV5yyYAp+8Nnj8H8e38Z9/+32AVz74Casue9lxsKLzTi0Xp88q1Je5y0PTMahm+JQ8Nx6TlmGa3LXM+eWYZNXDFDS84CD4tCsKsnxiMMiWToZOXD3f8k6H8nmVZy+eBoOkmNNsxvDhptyh2Yu2cFJcVgZj4xNceYIwJyGClt13lgpDql9dBj4gkcCJQzCpX2A3tvY/WNcjw9dtQqfOt46vqutiCEiS2jvTxdFndA/nGNUddUJ3a7Qj0pTFH72Ld13B/uGC8SKl2ei+dxqqIzDPATIKRr6h3MFpcrDr+23rPv45o6CUsTNqtTN3tkAvS+lMvlCQwlFTlF9/9ZiQpIklgDNhvOMZfLlAuZLm1FL7mfpnMqQ/fGIXBiPiWRM8mzHc4iiN5UVUhibYRD6NFdQ1Kp1dn25xdY0nVMtY5JuYlXaWMU+a6ni0ItVKcAhDgWvCwYBrEqp4hAQ/x00u9SPTSkAplEinVMKeZnFJA0B3YL32gc34f8+867ldS/xCgBY1SclT3ggqsTrf78V1z64CRvaegrXkkHmGfMPus+9QnS/Pr+zG9f86rXQnq2H+tMY5hCHAxp/DB329h3BWJUGbESi60cTbHaeAUme3DUbRnGYBnJEZFBMxWEkyoosuqzRJp5qg6WMw1AQqC1q8+bN2L9/P/P6zTffjL/+9a9BPrqEsUY7URzSgn+JOGQhWMhzhoPlpSgYm1Ki8qIdGYMjOXci5JoI5AhfsdZ6mp7f6Ga/GDYyg8CvLgB+d8WIQs8YnGgFyz2sOx9Y9ynTMh7gZl/JqO4ErEozA+wyFF6J6trZVgLMkTgsklUp77fbQZKApmP474WpODQgR/Tzc82fgBsOAf+8S//vmj+Nz3kLlDIOjwS4kNKbVt2B8/u/jhSciQkF1vOv/XCSmRBSm0xe1yfFri72Wq98a63remZcHnkSwKhi0M7ajBKBNLeHyVBxKI6JWtwB+q1kdWsj7rp0Oe694kT80+/etCgfeXh+Zzd+RgoM1E6Udq/GkGeIw5RKi3KsLZGiakyhboYIUTVybmUvWIsX1aVQNf3cUjUJLypLcXX2eqzJfZN7bhUz82lmvXV7TiqhntRo0SaPCFRqwV0ExaEZU6rilvxAVdOvif2Hrcea/qaw4Ubo1QlmHNZVxBg7MAMltaE4ymIRW7LYjSwJww6WZx8dBsaacFFVDYf6rYVZNztdqhDa3aXPJ97jZNKGgf7hHGNT2jBCHoRhi82D331LlUrt/RDC5j4AACAASURBVOmC7dv6rR2485LljM0yb9vmcysiS2iotH7u3p4hrLnvZVz74CZ0EtJjX+9Qobgdizifn6LEoRfFYVZRPVvcFtNm2gweARoG6Nio3KGpyivKYhGGVNrTY53D11XECso0ETI9Q4jDvCZDhYyuZKagMOap7la3NjI28hlbxaFYyTIakdFKrKe3mVwGqI0oX3FIsvkCWpXSXFFhBLAqjUVkpklQ1B6TNpm5OSTYgbEqzamueZlhY9M+a+ZwVzLjjbSiY1KR2hhRHP6trd9mQR1hkGle9quRex4G2vvTSGv2VqXF3r4jqDOYmgPUAHbStI4WLQMqbBreEzXj57QWBniKQyoyiBV3nsSoDjutzkaBFIe0VluCEHw9Cdrb23Hddddh27ZtuOmmm3DxxRcX3uvu7saDDz6IX//61zjuuONwxx13oKmpKbQvXEKRQBWHrR8Gtjw8+ndJ0suHUSR+bS3wP1/3vr6T5aUoqPVoFbneeBmHmUEbq8YRcm3P86NKNTeyQsnz8zGDKin9QFXcLSiBYJafbvaVjOKQU4SgXUgixJ2oxaaBoz+tE2AGHInDsKxKKXHowaoUAJqW8o/N8/+h/3fJJ4pD6EUTwa/DMFDKODwyYJDSS8/XrU0yg/p9NJrA9+/eCBXullt5Qhzu62KbCyhpRYs3PLR1kWs9l8bU7ldc1zNjlbwNceQKdlqHbYlDUlQjxbAhUmRzUhwCrMUdtfy5eMVsrGptRG1FrNDp/NjmduHJ9Kt7rR2IA+k8elOZ0SJrxErMJjgZh4P5CBpVDeu3dtjaEh0/uw55U4EgHpHRKKgwgxxBfNmn8dMN07GmrQNVGEYS5dyOfzOKmflESc8DffYF/96Rbn8ZKs6SOefd8z/U93OR7vWSJGFBUzVe3j06pt15KMmoJGcVmTh0K8SJKg4lScKM2nK0dbPP8Gl+i5XvU8ybUskQyACr0KGgdpJesHJeA9ac1IIzQ7IqozAIFzclQliES+9Q1qIUisoSGl3IpNap1nGNcS7vI8RhQ2UMvSkBtYcLBtI59KashX3z9ebVFnN2fTne45w3Bvzu22Qmj3/87Rvc98y2b+cfPxNv7bcWpo3nzeWr53LPranVCQu5ccMjm7H5gHMD4/M7uxnXADMq4xFhZRKPcOu3UxzmtcI6a7+4Av+9aT/+6ffWZufVrfa/tZigv3cwJFU/zaMLU3EIAPUVMQz3j25jD3l+mO1MRSyP6fjDcBMwlHeypBP2Zjz3jdMwp6ESdz69E49vGSURbK1KBTMOFVVjxpJXPfAaVrfq4y+qBuQpDqm6MZMbJ8VhAKtSQFcdmpVswzkFfBN5KygBXunTKpdalQ7nFDy64aDN0mMDRdXQk8yIN1b5siq17r+8gE7HINPOWeYht80EtxxSirV/2+N7W2Z0DKRRxZl/DGrO5+e6DXtD2b4jeHUdJQPIPsf3XMWhDXFYLnKlTWBQxWE+zWZ3FtOqFND34YBJoNb1jvV90YxDVQF6dlpf2/4nXShz4pXFqy0egfA8Eunp6cFFF12Eri69QDw0ZB3YK4qClStX4rXXXsMbb7yBNWvW4OGHH0ZFRXHzQkoIgEwS6LF22qP1dCtxGKbi0C1zbrJBjgBzP+RvXSfLS1EwisNp1r95ikMR8qntGX25yx52vqH2v8c+TIDxIQ63PSpGqnlFyyn6sVp8nvvDRUhxWGP9W8SqFBglqm9rYVWKdXOBPtPAkQ5w8g7EIQ089osgGYeZQaDNRqne8aauDhUlsycrnBSHklz87q4SwoeJlBbJijFAlVh9KbYwyViVamwBZMW8BgtJwigOs0lI8NblKksaqjCM4Zx+H7PLRGIVh84ZhyI5PobF3TnLpiOTV5BM51FVFrUlxbxOpmlm0fKb/1woOJ01v8xC58aQR4VkPQaHcxF8976XHTNGjptt7aJsri3zXFQ2itu9AmQxUNzMJ6rU4pEvBnpSWVRiGHfFfsy3x+3aXvR7/cKmKss1sePQIA4ctj4Dx9uqlOZQOaG5toxPHJYUh57QOqWSS6655br53c8r5zXg//3dal/reoFTxmd5LIL/uOi40AgXqqRuqilz/VyaL9k28ox6j1yT5xwzHft6hwKrVfqHc+ihdoUm4tBQaYps55QFU3D6omn4Hsn4dSPu3GDYzr3wrrtSvo080y9bNQc3nrfUsVFkCiFL3EhDA6/ttbf38pLjVkWe9SmXjEMDEVnCqYus84qymIyHrlolvO0wQYnD8BSH3sdGXlBbEbfYc+/qYhWHZriR6bRpzSAODXK6J5W1EIFRWcLMOr0uaJeD50dxaGS8UZUZMDr+ouc+T3FIt0VtU52gaRq6kiFlHDpalboX7csocehA/JvBWJX6JK6p4jCZzgnPgYqJjoG0+HObkrduVqWqCmjW8yUvWG73S6Z5mVsaeGlPLz73iw244qSWQBmLhwbSmMmJaHBSHALFzV0vQI7qtRPz8cin/ddSGOKwzN6qdDLnGwKszWtumD33i2lVCgBlhHzNk7mliOLQVigD70KZErxbld59993o6urC3Llz8cgjj+DLX/6y5f2mpibcf//9eOSRRzB37lzs2bMH9913X2hfuIQQYVhV3ncOYC4cRuKsii2o4jAsW8yJCur7LIKWU50tL0XBEIdUcUhurMlD4uRa2zN6V4YTetv4r4dlf+kFr/xn+J8pR73ZV1LyjJtxSK1KPZKsdN/+4w6WhKYDHMXB1593rPzkXvpVHBpKUepfTmGQ2ZP9fmEHx0liNYoWvlPCmEAkK8ZAXrPeayJgCxes4pAlGy5dOcfyNy0QIV7F2kW6QNUkJFFeKEIwisMR0oMWG2imIf3ba3EiEY2gsSphO/H0M5nmOQUZOSRfedBKdMmShrlV1t/QdlhxLTi/+Z5VHeJm5cfDRMl8UlSNIaO3HhzAxXdvLORimXE46UAamlHEe/2iJuvk8J2OQUZxWGyr0hoXxWG9qAIV9vmYTSXFoSfMm8IvxLpZlfotCq85qcXXen5gNFzcu+YEy+uKqoWq0monxGGzwL2tpbHSMrQ5PJTD4VQW+3qt12Tr1Cqs/eIK3HXpcqxu9W8nOsDJODQrDr3aYlJl5JqTWrD95rPx0FWrcM6y6b72rRfbuQPEGvqYGbWuxVjfRIYDRG1KAZZwG0jnGUWagRwhbXKK9ZkSE1SiFQPVRSIOvboxeEU9IQZ3OygOAffxRkaz7ofcSItV96B+nR0kz1dzQwFrC6o/8zOKN+JQNOONZhxyrUrJ9ZMRtPgE9MYE8zkqS+IOAgwcFYfuY5TyuHWfDYtalWZCsiol+3EwLT4HMmP+1NFnhCQBK1saPM5arPCUc0jrPrxGecv77H2MOsjYwSDTvMLL3NKMl3b3Cmcs8mIXAOBQ/xAWSu8xy38j8hucI78EmTN3BYqbu16AJHFyDj1mXDqtG0kAFUcocUjvL/k0KzIotuLQbR/WuGQcirrQHem1xRDhebT17LPPQpIk3H777Vi8eLHtckcddRRuueUWaJqGJ554ItCXLKEIMOfAdZB8QyULPH2z9bUgikORzLlfXTA+CrWwQH2fRSwF9zwPrPtkcOKUkryVRHFY3mAlJDSP/t4v3+P8vh1xONbHM5cG9rwQ/ueqefGBhqYBQ6RQzVMc0vMjP8yEadtiqNd6DOWoTha7DY5ErEqDEvx+Mw69KEVFyOzJCifFISWbS5h0EMmKMUAzDrnEoeRsVTqtOoGVJK9pX++QZWKqRBJ4SV0q9qVGsFFdgixiBQUhtY8zSA+ay0MVhsXM8QH8T6bt8OwuNqdkXpX1N/TlvWf0CeUbEkyEzKdkJo81972Mm/+0jXnPIFtpQaJ+35PupKGBIt3rFxDi8JU9vQWVA6Dv2yD2kyJwUhzGIhIqPVwLM+r433VaCNl77yfMm8p/xtY4WJUmM3n8/a83ed5WMcl8JzRVl1nyzbKKigMOCmGv6CC5sCLEYVksghmE/G7rTjEZh7PrywsE6ENXrcKOW87Gc/98Gj4035lEPIooGvu5xKH1WjFUmnYk5Qfn1mPtF1egKhFlGieOnlETWEXhVSlvBs2M5MG3daLTZ3pSHFrHuu39w9ymHYBVe1ElGrWVHEtQC0e34rsoqDsDtX0PCkoM0ozD+krrPc9pvCFDRavUbnmtAYP4dewWzGxfD6gKk3tsVvSXRdkcPMC7Vanf7DyqQASCKQ5pvmFDZcJ/Y0aAjEMATJalaMYha1XqV3Fo3b6qaZ77XyUJeOwfTsH2m8/Gazd8FNtvPhs/u2y5R58UKzoGPDREMw29mmMtRMmzxGFOkDg0yDQ7ks4OXuaWPNhlLCqqhsc2t+PiuzdiyU1P4IO3/BlLbnqi0Bg42N+Lnyr/hi9F1zOfeWxkN+6K34G1sdtQCXaMUczcdQuoXWkg4pBjVZqoASTO8Z3sxCGtKWZTLClebMWhm90rFcpQlGqLocPzaKu9vR3l5eU47rjjXJc94YQTkEgksG8fJ//MJ26//XYsWrSIUTqa0dnZie9+97s444wzcMwxx+BDH/oQrrvuOrz22muun//YY4/h0ksvxfLly3H88cfjvPPOw89+9jOk084PmSDbHHOIMvBmpPv8kVvvF7afdmE0HQ1ctE63uLRFSMQpk3FIiENZ9hYgS7HnBecH7eE9/NdF7TfDQjYJBBpKOkCUOE/3sw9Wno1BvBKg/XKiCk2eqo/XVZUjAzUnq9JsKhyC369VqVelqBuZPVnhNEks5RtOehhZMSKgmRiNFexwjbEqJYrDzsEM/ul3b1i6hRVVw76eocKE8MK7XsS6/EdFfwIAYJ1yJgC9e1nTNMZirGGk6ESLarSLvtg5PkEn0xQqZOQ163GYUUaPgR/i0B9JRYvb5o7s1a2NuOvS5YXidtgQ7e6nBYmjD/zW24aKcK9fSIjDAdL13FxThmiRVSxOHfz1FXFIHk5cO3KmqWRV6gmttopD/rESvQYoiknmu0GWJbSQ37mrO7yxOlUcThc8B6ld6W4OcTin0VqkSkQjmNNYiXVfXul4D/xfH1lgWW8gnUdPyt6q1ICZpLz7Cx+0vJfK5AtkAM0Npr/FK/wo5c2Yb0OAm1EMxWEQ4tDJ3poqDKkCcTwVh5RQCY84pFaRYVuVWscp9Fqr41hl88YblRjG/fHbcGHUmk0vScBJkbfx5YPfBX51ATq7rfdI85iHKg7TeZuMQxeC2C/Zzlcc+s847KT5hkGutRCsSs1IC/6OJHUD8U0cWvdjXtWE50AGjHxus8NI0LF9pxfikKf6tLErTWbyuPaBlyyvqZoEzUO5/doHN3FJOkrqmeFlbmkHI2PRgNEYeO2Dm7ChrafQhGnELvz9g69i1//9jGsj4KmRzbgr9mNGeVjM3HULImESh2TdaJl+s+PlHE524pBRNNPzj1N3DBvUqtSMRI17Q32pthg6PD8JKioqMDQ0BFVVIcvuN0JZloWWE8Err7zianv63nvv4fOf/zy6RwYp1dXV6O3txZ///Gc8/fTTuPHGG3HJJZdw173tttvwy1/+EgAQi8UQi8Wwc+dO3HHHHXj88cfxwAMPoK6OPYmDbHNc4CcHTlN1UsROkh3Gtgy2f+n53rYxEZCl9m+V+u9YfB7wwKeB3TbZbQZonqCXHEhKJPE6MKqa9CxCX9B0sogXMgxMHKvSeBV0Mq4I5KHoCJWqDcvrgQjnNitJupe2OacwMygWppwi1rQGOeeqOHSxKg0j99IPcehHKWqQ2Xbn5GRFSXF4xMMtK8aAQiaaySF2okutStMaO8F94d0ehqTY2j6A7/3p7ULBW8aJeE5ZJqQEe05ZhvWqbnenaUAmrzLqDaObnXbJ0y76Yuf4GJNpkf0tihyiiJr2e33EWvDk5Uy6wc5qUgReMx/DgpfufqMgcc7ierQkX/e2oSLc6xsq45hSFWcsywwU26YU0K3nIrLELQZ5yTcEwKi1DBSDHDiS0VRThqgsIU+OyQ/W78BQVmFygLwqXBY2VeFrH10YqjWoH7ROrcQ2U87h7q4UTl8UzmfTjEMRxSHA5ktuOdDPkHuz6/nd7W73wL++Y50j9Q/nECX7381KcMl0ay55W3cKiqohp6g4SFSWrVOCjdWCKOUbK+NCNsdFIQ4DWJU6EYd5F8WhSPZdsUAJ0GJlHJaHrji0jhXpY4i+b8ByrWWzkB68EPG97rbjJ3d/DTK+CnVkXDvdUXHonTgMQrY3CigOvdhHdoVJHAa0KqXEoXjGoZUYo5a8omCJS0V4DmSAl88ddGxPn1OO4M3L1RwA67PNaCTauqvT8pao2tDAS6b8bXM2utFwRO85iqph/dYO9CQDEGIjMDIWRZqizpJfwfFZsfH8qZHNOFN5FU+oKwqvFTN33QJGcejh2FPwFIeAXhsfIvvKifSaDHAjBWMVxY/PcSJfq12yQEu1xaLA82irpaUFuVwOzz77rOuyL774IoaHhzFv3jw/382CZDKJb37zm1BV+26ZfD6Pq666Ct3d3TjuuOPwxBNP4NVXX8WLL76Iz33uc1BVFbfccgvefPNNZt0//vGP+OUvf4lIJIIbb7wRmzZtwuuvv457770XU6dOxTvvvINvfetboW5z3OA3B86PXen7he1nfJ9HJrjbHnUnDQ20PQM8dZN3m0g3xSEQTHEIyTkwtnc3//XMIEL1iXNDrAxoObk4n+1k82mGSL6hAaogE1Yc2pBzlGBmMg4dAr27dwaX86sqO3ASIQ59KUW1yW1tbAcn4rCkODwiIJpNR61Ko5K7VSlVHBoYJIqqHz/1jmVCqELGNbnr8ZyyzPlLtZ6Or6pfs3TPDmUVjuLQIA6J4pB00Rc7xwfQidowkSP9dmWK9b7Ny5l0g1/FIYVb5mOY8Nrdv27DXiCbhDxB7vVUdWjGLB/WsV4hSZKtEpTaxLmhycaS9PbHd7h2qpegI5nJ48v3v8KQhgCw5eAA13bX6zXQWJnwnXkXJqiykuabBQGjOBRsimglKrnnCNnXWBkXUr3w7oG1xGp2cDjHkJINHPLAjJl15Rb1TDavYv/hIezuTlmmOfUVMU/5pDwEUdPMF7ApBbzlEVLY3bemBFAc2uUbAqzCkNpGjqfikP4OqtTyC9aNIeyMQ+dzVKR5JbHzMcT3itU3Wgdexpnyq4W/zfbsdqo4epydiEO/ZHsiKnPPZ6o49GZVSjMUA9wPnBSHAvli1KpUNOMwFZrikD22YeVzBxnbHxr0QLJJEmtFyck5NBqJIrDuO9F8Qzfw7ETNqsB3OoM36xsZiyJNUV+IPOXpsy+PPFn4/zG1ai9mxqHx2Uei4lCSWLWmGcW2KQWcxRRude1SbbEo8Dza+sQnPgFN0/Av//IveOedd2yX27NnD2688UZIkoSzzz470JcEgJtvvhkHDhxAWZl9geXRRx9FW1sbqqur8Ytf/KJAWNbX1+N73/sezjjjDCiKgjvuuMOynqIouPPOOwEAX/nKV3DZZZchHtcf9CeffDLuuusuSJKEZ555Bps2bQplm+OGIDlwwx6JwyBs/2QDk3E4MqDzSpxuuNObTaSmAUmiQOMShy6dGU5oOdm++0JVgcM2xCE0VolZbJx4ZXE+V9R21QtxRslY0W3YHW9mcESIQ6frquddsW0b4BH86T7rYFqS+YMpioJS1AtcyOzJCqfu0iPx974PYWTF1Nl0dBsoS1iLDbyA+TJiVUozDu2wp2eIeS2FcqzJfRNXZ6/Hi8pSqJp+TWqQdMvti9YBlz0MNWYtTA5l874Vh8XO8QHEiVpRZAhxGMtZn8l25K0TgigOxwN+uvs3tPUgEymHOkHu9Y7E4RgoDgH7ArwXxWEyk8f3/vQ297039vdxCa8SrPBju+vnGjCKcuONeYQ4bAvRqpRmRwkrDqfS72SdO8xq8F+kolazesahdTzMsyo1Q5YlxgJ056Ekx6Y0eINXENs5EZtSIJgKam4j/1gEURw6IUusSr1m3xUT9HeEpjikTVUh241TMp1C6Bnksb5hJg5mmO4LlFzK5PkZhwmH4+yXbG+s5NuC0+YrL1aloSoOZRm282OBwr1f4pA2G/q1u+cpDsPK5/Yytl8206oYP+RFcQiwc3OFvc6NRqIYIQ5pE2gQmO1E/VqlO8HIWHRrikogi1Uym23uhFXyNsSRG3urdlq/dHLfcoOd4pAXSTTZFYeAs+OdQMZqYDjtQ7e6dqm2WBR4Hm1dcMEFWLBgAbq6uvCZz3wG1113He6991784Q9/wB/+8Afcd999+OpXv4pPfvKTOHjwIFpaWnDZZZcF+pLr16/HI488gmXLluFjH/uY7XK/+c1vAACf+tSnUF/PFqyvvvpqALoSsrNztPj+4osvYu/evZBlGVdccQWz3rJly3DyybqS6ZFHHgllm+OGIDlwXhWH7ye2P0cIslhFMJKWB14OZDbJqh15ZFW1S4CsE1Z8xf69ZIez7H+s7UqXfAKY9+HwP9e3GtBh8k+tJ822pY7boBmHIwNnNzsGp8HS8GGxbRvgEfyM2rJxZNLjAj9KUScyezKjlHH4vkA2rzITcwMLp1XhK6fMQ3/G+uyMgp3wJxir0mBKBxUynlBX4JLcDVicWYvl6Z/j8ul/BNaMWIjLEYbcG0znmd9irzikxCHN8QmfOBQtUoiCKg6jOet9288xsLOanKjw291/zp2v4CV1ibeVinSvX9Bkfz8dC6tSwD7nUFSxZBSONrY5j815neoljMKP7a6fa8Aoyo03KLm1uyucBj9N09BObDunCxKHlMykmB3gmqQkyUA6h94kXyXvhKOImu/driR2E9LVLifTK/yqaeh3tIMXks+MUxZMsf2NQTIOnZAjBBKTcXgEWpWyTVVjrDh0U737qG8YxAFgVRyyeYLerUr9ku1252wQxSFDHAZQ9wKwaSgVyxcrj7PEnQjoeeyfOCQ2tCPH1MjLnMNpCBHN5/ZCQN56wbGW1w4NeiQOqfJTJdnmpkaiqGTdx16tSt2wboTU82qVLgJJAmIRybUpqhJpyJK3AZAsabjrwgVFy123RahWpcR9zLgGeTFek11xCABRh3GXQMZqYDjtwxoX4rBUWywKPI+2ysrKcNddd+GYY45BPp/HX/7yF/zgBz/At771LXzrW9/C7bffjieffBLZbBaLFy/GPffc46gSdENnZyduuukmlJWV4bbbbkM0yr/ZDA0N4a233gIArF69mrvMsmXLUF1dDU3T8MILowOel17Sg2wXL16MhgZ+ht9JJ50EAJb1gmxz3OCLgR+BV8Xh+4nt5ykOg5C0dqA2kVR9Vl7Pv+nRzowKwQF26+nA4k/Yv2+Xb2hgrElgOQJ88Ivuy7WcArScKv65or+DKg6drErpeS5MTtKMQ0NxSB7wTMahg1WpZ5gIflXRrXQf/rJ1kWzK2WLXDK9KUScyezLD0ap0DAZpJYwJ/uetg7ZF/GtPPwpbDgwwGYcRjuKQIQ59qN3skEUMvajBC3sGLSoZWog42GctFMejcqHIRYnAVDYPzVRtZ3N8imOxaRQp7rp0OVa3NhY60yVJL1IsdCCRKLI0RzJtJQ6HPR6DingENeVjOIkOAX67+9u6U1iXt2/+46JI93onxeHMujHopAVQU8YvzjYIKg79EF4lsPBju+vnGpAkoMqGLB5LzGu0jiUO9qeFs6+c0D+cK9gMAoAsiZNJM2rLmWK9GbwCsyhqCHGYUzTm2dNY6f49F1DisLM4ikPAv1J+/lSxcWJteYzJeXQjHQ2lSK2NW0LRiEOXjEMnJVqxQRWHg6ERh8W1cXcjBuvcnkE+6huypKEK+njR3CzFU6UB3i1p/ZDtjTakHktmeiAOkyEqDgG+XalgvhhD3IkSh7Spzy9xGLUnLiOyhGjE+ht++3er8NBVq4Qtvd3G9gYBSRtT+oZywvsCANvUS+op5kaiGKz7LiyrUgOGc4HXcYsIVs1rRE7RXJuiUigruNKIQoWEjxx/1NhbtYdqVcpRHKoKMMQhWv/2Y/EaGEE6p6AnmfF2jhYD4604dLQqFXDSK9UWQ4evJ8GsWbPw29/+Fo8//jieeuopbN26Fd3d3VAUBXV1dVi6dCnOPvtsnHvuuYjFvGV1UHz7299GX18fvvOd72D+/Pm2y+3evbuQf9ja2spdRpZlzJkzB1u3bsXOnTsLr7/77ruO6wF6tiMAHDhwAENDQ6ioqAi0zXGDwcDved77urwbY9jbmqxsPy/jsECchkwevnyPrv4AOLaVNspC6gVdM0sntbp32G+n9XTgcw84q8bs8g0NjDVxmEsD2/5g//7UJcDp3wYWn6f//bs1wLY/WpdpOUU/1ztN9l/CpB65RiodJv5UQSZqVUqVfQWrUnLd5KwF/XAtgEcI/sygroLl5SPmhnSLXeM8cmoIWPIJfTmRnEU3Mnsyw4k4pArVEiYVjAD7BzbsxYY2+2fpYDqHjbt7sIJmHHIUh2WSP6tSLzBUMokq/ftQ66MDhDhsqBi1fqJEoKbpNlRGoYjJ8UkUL5svIks4Z9l0nLNsOjJ5Bcl0HlVlUSSiETy2uR3XPrjJ/UPAKg7zQ/2Wve6VvJ1RV861yprIMLr7nc5jO6xXT8RzyjKcGtnsvnAR7/ULp42/Vamd4tDNxtiAH8LrnGUBbOuPQPi1HJUkeL4GVs1rHJP8UTfUVsTQWBm35Pzt7k5h6Ywah7XcQfMNp1YnhPPnZFnCvCmV2N7BnzPMDkAcxiJ6MwtVcRkoj0WEmlYosbaTkylFLVf9wlDTuFnRSZI1Sl5UcSjLEqZUJSzWss01ZXiX/CbjPL989VyceXQzIrJk2/DQ6CHLzcuznhKHrOJw/J6fVeR3hGZVymQchm1VGjDj0Ed9Q9UkJFGOStIsZadKy3hQHAKjZLsXFZZd/iDdlqeMw7AVh7x5oWC+GCVlh7Niv4OxKvXZ8MLY0BIiZIhkKboS1hw4je0NVMSjqC6LWn5X50AGc2xsFwFvDgAAIABJREFUl9mNUMUhS6wa92La5Bk2cahpQE8y43ncIoLLV8+1/BY7ZBDHRnUJTorwbfJ5eDt+LI4Zj/ouozgMMeNQkvUYKV7tqvNt8RoYrDWCjbt7oGmjz98vrJ6Ls0aev2MKR8XheFuVCmRklmqLocN3m5Ysyzj33HPx4x//GE899RRef/11vPXWW3juuefw85//HJ/61KcCk4a/+tWv8MILL2DFihW4/PLLHZc124A2N9ufTNOm6UX2rq5Ruz9j3aYmeztHYz3zukG2Oa7wmwPn1arUz7YmK9tPs/ziFf5k0iIw20QmD1nf4+UbAkAVOT9TncDsFfxlGxcU8qxc1Z9uisOxsCo1FG9rzwP+rQnY+t/2y666umC5BznC2rqe9h3dlq+BNAIIk3rkGveiOBQlWSlZXLAqdeiqUhVAc+hcingcrLecrE9m7EhDM3gWuxRyRB9YtZ7u/FkiZPZkhqPicBIqsUsAYA2wdys0D6b1ztU8GZ7xMg69KA5pcUYUVCVDO98PHLYSh2abxXhURox0FJsLa0xXcxGsSnlIRCNorEoUCgte1B1ZmnFIcia9EoeiVn4TDX6t9FTIuCZ3PZ5TljkvWOR7fW1FDE01/CLG9LqxOSZ2xKGIbeJkztibSAhiOer1Grjc5zVTDFCCa3d3cLvSjn6ab+iNgHci3YIoDgHnTDeR6w1gSbldnUm0dRXHqhRg1TQUFy6faTl3y2MRT7bXVAlFxyb/ct5SbL/5bEYBRBWcgL5/vZDiQTIOGUJpHBWHVQnrvgjPqrTIikOH5hRJcs9A9FPf2KguQRYxTCfNUnbkEiWI3YhDP7b0U2wVh9bvpKga8oLkYeiKwwjnWhFU+/jNOGStSv2df6zi0boP6Rwg6HlOx/ZmNNVYx3U0j9cRjFWp9XubrXJpxmFeC79Z6O9//bqvuAAnnLJgCs46ulnY9vcBxZt7yKOJc/1+tWCICBCHubTelJ9zOSeo4nDnU6HUwGiNwDi2mqY/l8ctq3y8FYdOVqXVM9zXL9UWQ8f4e6bYYNeuXfj+97+PyspK3Hrrra4d2cnk6ODdyRrVeM+8fCqlT5jKy+0H3Ob3jHWDbNMrFEXBjh0O6jAvkBdiVvNKVHa85Gm1vvbdOOT1O3jYVqp5JfbLC4GwfucYYnp3O8y9uocOJ9G3YweqZn4cM/2oOx2h4d2tr0Mpq0dd22aY6e4BtQztnP0XyaRwlPkTkoeQbXsRvOFs55xzcTiyGNj5rus3mb73TTj1KB9o245kNkC+ogukXAozX/iW8Lncte8d9FaN7p/pnfss378jqaB/xw40pxWYH1eH9rehr8L9vJzVtRfmssHB/iwGbc7naUN5mFNRuw7uRq/Aud/ad9CicNnTPYyMsgPRVDvMmmwlO4R3Rz5Pyqex0OEzVcieukgOzDoX+MsvMFOkiwcA2p7BgafvRnL2Gc7Lnfh/UDXjr6h753eo6NwECRo0SBiathx9Cz+L5MwPA3sOevimkwyahkU2bx3qH0LfJLw3vt+hqBpueOogNh0cdl8YQGdXFyQACqM4ZIsWZZS0csjXm10Tw84e752WxzaVY8+u0WeBSiZW29+zNjIkkLOMVRIRCTlT4W/L9p1ortbvYKm09fsffG8PhrrGR5Hz9ZU1SKVSjsdpXn0MuZTzsNlrxmElsuGN7cYQLVENy2eUC5/XZqRQjjW5b+JM5VVcHnkSq+RtkCUNqiZhS+xoNK66rOj3ekXVUBFhKy9RGXjgL2/gpDmVRe/uVdJ8sibV24kdO5yJnL604ovwemPrDtSVjb/qbaIgm1c9+4JIAA7u242WKISvgeUzytES68eOHYJZ1kVGQ8xagHp5+x4clQj23d54p9/yd5Wc83Rvq5Xsn0+5vg7s2OFfYZGQ7Iv+lVFV6HvmVQ0RCTAeZ7SIJ0tAuucAdvSFe99ojQPf/XA9bpey+Muu0QbDje9an70zq6PYufMd4c8tJ44F1D59biJpefYbGO7vZ16rjcPTsdY06750Qmpo2PLZ7+23nqeZ4aFxe4b2dFnHQ72D4XyXvqT1ntLVcQA7lPAURk55t5UxGe8KnEde6xvrlDMBALUx6/U2QFRnwzm93nWoy6ocHOzrFdq33z6pFh+eFcWj2/rxVsew4739kdf2oUFKMc973v7Zsm0Hyl0a8BRVQw8hDvsOvYcdff6fufM1iSnWZrQI9gjsi1T/Ycvf7Z3dQvuwL2U9r7sO7seOtHfxQ0e39XMGhtKF7WuaxhCU7fv2INVZnPFJddR6nr369i7UZsV+0zxVs7QE7tm1ExmipfjI3Bg2tAHRIluVAsCmfX2hft7yGeX4+sqawvPD+C1O8OIe8pyyDOuzx+Mz43Cfnj6ctdb5DuxFf/kOQFVQtf9Z1O38PVtvWnAhkrNOYyxqp3a1wxJo1r9P7Es41MBEawTP7+zG5b94Drd8bMaYKQ9n5zTY0YMDaYVbbw4TTrXLXV1DyA8Jbt9SW3zNEqLWdezV6F1yxaSuLSqKgkhkbOZ1E5JazeVy+MY3voF0Oo3vfOc7mDlzpus6iqI/EGKxmCPJGI/HLcsDQD6fL6zrtp553SDbHFfIERw4+Vakmlc6LpapmWf5O5JlJwthbSvVvBIHTr5Vl31PQkiK9Yavjsi7k7NOc/3tXqFBghrT6alI2jpyyZfxu4SUeC00k5pJ0lQk+ndxl5Vz4gR3PHnA8rcqW4umMrVwDROq4ok0BAA5a51wRsjfakIfXqhR66NS9HdEMtbBnFJWb7MkCsfQ0zY0DZGMdSKQT+jb0Mi+l5TRyYukOucbSmoOqSYbBSpBqnklkrNOQ93O3wstb6Dund+5LyRHkJx9BvZ/5C7svOh5vPvp9dh50fPY/5G79AEXzRk40iBJ0CT+b6TnZAmTAy/ucyajKHYfzuLY5nJOxiHHqpQoDu2sSpfPKMdx0/3ZL35iibXjr4x0fXcmrfeWWkJK0OUNG6q8qoHGxpSNo+VYRUzGLR+bgRtOb8aUCutvmFYZxQ2nN+Pji2oZxSFFxqPicGrlhO3fc0RElnDjGdOxfIa/80qFjCfUFbgkdwMWZ9ZiefrnWJxZi/OT30HvjNOLeq8fyqm44amD2H04y7yXV4FbnunADU8dxJCHXCM/qIjzx7s1AsReRVTykyCOCp/K4yMV8aiMY5u9ncPHNpcjHpGEr4HlM8px4xnTIU8gS+KZNdb71P7+4BnYXSlrwXRqhbd728xa/vNLloLfJ6sS9ud9raCaJipLmFljXydoqoohHineMT6ePMP3D1iP2ew6by5P9eX2v7u+PIIZ1fzPq+Tct+o95vRKkmR7/6Ogt+EcIXWoq8FYghJJYT0zqDLLjbDyiogscY8jANQIXg9e6hvPKcuwXj0BAHstJ8jxU7WR8SEZ8ooe54gs4ZSWKtx+zkz88fL5+PF5s2yXPTiY4z7vI7IEurmcAMs9mFFgPj2jMlAteJ7bQZPYa0t1shA0IUHG1BkRph7seSx6rbLbt7d8zSkaKD/r1xnFDYqqIU82dvvznfjG4wfw/J6kI5EOAKDHQGOVXyfNqcTyGeWMVSmNNxgvzK2LM3Obpip9bnPLx2ZYxobGb3GCqHvIc8oyXJO7HpniDqdtoUVobSwLKZfCrL9ej5l/+zYqO1+DNNJeIEFDZedrmPm3b2PWX6+HlEsx6/qFXQ3MS41g08FhvLgvuDuEKDSq1jRBpS5nxdh+tIypKxuwq3dzYaotDpFnllLWcOTXFkPExLibEdx5553YsmULTj/9dFx44YVC6yQS+smdy+WgaZotkZfN6he9mSQ0FIG5nP3EyVjPvG6QbXpFJBLBokV2WhSfWPo48IOFwBDxg285BVjxFV2N9ttRi9jqSM7/d1j6uG4h+fCXyRsS8Nm1qFzyCSyczBfuS9bBzvTZrZhu7KvWh8UsHQUhtZyMhUtHHtQ7rIOXhtmL0WB3jKpnCHXHTKmMYYrIcdY04L+sHRpy89HAwdcLf09vqBzdD2Fj6yOAR9VsY7mERvP3edbaDTdj/jFA6yJg3yzA1Gg7taYMU0V+x/9YSdfZi44Hmm3W65wDmOzhGytj1u/GQ3oAUKzdjEcdu1L3309biX1ZyWDRwoW67wy1N5VkQBsdxUmagsrLfw38/kpg97P22289HZWfewCL5BjwG7FMMAOVnZuwaH7L5MwwHUvIUYDTZDJ97lHFu5ZKKBq++9eNnpZ/97CC/33uEtz5622W13kZhwkm45AdYJ+yYAruuuyD+NObB/H7Ld66VE9ZMAVf+thyyKbuxmmvDwGmiUsPcW6Z29xoGSfUVraje2j0OTVtxmwsmlOP/uEcgNHmFUkCjl26eNzz/pYuAbTyNvzbY6P7/+RFTbjyrONx59M7kdWch83DHonDZfNnYdGi2b6+60TA75YuxpNbO3DvC7vx6t7D7itwkEUMvSbSe8aceWgMmgtkA0XVsOa+l10n6psODuM/XhrA2i+uKFp3b0v7LuAtdp8dv+QozG10tzxc1drvLWOvtRHLli729B3fD/i7bI1wxikAXP2RJVi0aDQr0rgG1nGyaczZcBMJK/Md+OVro+dOTzb4HDP31psARs/nJS3TsWjRfPsVCIbKD+MHz3cyr8+oK8fRS4Kdt80bB7DlEN+GbHZTvfBvXzoriX39Hdz3Fs+oC3+ebkLF1CH88AV2/xj4wPwZWLRogfDnHbVHw/qd/IiE1UdNxeLF7D5XVA2P7n0HgDUmY/+ggl3ZGk85TDXlBzCYcS+YSrL13NzYswfAqFKosb62qPvdCdV9wwBG59UZRQrlu2TUPZa/ly6cj1n14TYPNlYdRKqXbVidVlcp/hsE6hsGcaCNNMMtndtsOU81TQNglTfNmTcfFVuzAEbntTObm7BoEYkRcYGiarj9vpddl+M978tiuy1Zk7NbWtHsYi2/rX0AwJ7C31Ory7jXkSckygBymMqrG4SO0ezDe4FXRu/ziYoq1/U0TcNwzqo0PnbJQl/5gxW9QzBfH3lNLmz/cCoL83GPyhKOWbIo9DlAMpPHNb96DZs72Pv/mx3DeLNjuDBPqrKzUH6qAjCVd1pmzwJmsftxXetRuOM/d5lvT0wT6HjhW+ceg+0dg7jjLzsLr5173GxcedZS7vLrWo9yzdg1u4dcVfYXLFe3QPdvkDA0czW+vnsFnlRPgAoZlShCHVsE70wDdo/+2dRQjaZN33OtH1Z2vISFm76nxzYZ9ent/skyuxqY1xrBX/bmcOVZY7QfN00B+MMd1E2ZgbqxOJ7ldXq8lhmVU7Fo6TH+Pm/PiZZj3yz3o3mS19beeOONMdvWxLibmfD666/jnnvuQX19PW655Rbh9SorRyfZmYy93Uk6rT84qqpGswqMdY33eBgeHh3cGusG2eaEgCQDGWJN8w9v6RlvS89n89n8ZBwakCPAfJ5NoQa0fnjys/1ULRY3HetEtf7guWidTspSLP2Ut22ZcyApIVTlYAtaLWgZmhZUlg71Ws8fSQamHW1dhpdxyPMSF/UXN+OV/xRf1sDwYee/y0cUgjRPTiSrUdP032CGY8YhMXkV2QbNUCyvHw3t5nX/GN1RtEsqXsXm6UkR4LNr+duluZfZJLyZe0FfXjTH8f0Mu5zDUsbhpIOfHLIDfcM4bdFUHDfH2k0nS+z1RhWHRr6eJAGrWxtx16XLsfaLupL4oZcFLVVGYEykZVIELCc5hJ2D1rFPPSkuVJDlh0YKMTTDpzIeHXfS0MCMOmunrZHj2DeUc+0e9mpVet/fduOxze3uHc8TFBFZwjnLpuNXV65EGIePZmqGjfVbOxwLIWY8v7MbT261mTWHALvfWS+YuTaZM/YmErxknBo5QGYY18BDV63C9pvPxms3fJSbDTeRQLP42rqSIwV8/6CZUW5FdvY78efIs0MgTHi5fAYaBa83gM05NKN1anHn+LMbKjCzzl4F4vTdeLDLdwOAE+Y2MK8ZOUx3Ps3al/aksp5zmGyL9AQ04zA7kTIOyT08lc0Hvo40TcNw1tooVoz8Z7ucQ6f8QwZMfUO/16mahBeVpbg6ez3W5L6JFEbPW5rrLEkSo0zL5FWLOg1wzzjkIcjznm6Pnnc8dJHxcOB8Q4DN1wP8Zxxm3Z3P0jmVUQJ6ySQ1g+ZXpk0yUl6+YdhzAEXVXMkvQD/21/zqNftxeIQcA4UvNKlKRPHNj1mbZXIjVqWrWxvxk88fH8o42SuMcUsdubb7hu0VdFWJKO68ZLnjZwKj7iG3NX0fuOEQ8M+7gBsOoeeCh/GEugLqCNWQFszXDB20Wb39LXEhR9szwPY/jf7Ny0cUBlsDm/BZ5U4Zh/ExcsEqr2Nfq25mXxPFVEISdm33/1nvQ0w4xeFvf/tbKIqCoaEhnH/++cz7g4P6RffSSy/hQx/6EADgpz/9KaZPH+3+7OzsxJw5c7iff+iQ3iU3bdq0wmvNzc1488030dlp38lnrCdJEqZM0W+WQbY5ITB82EooSDJQY7KFrSATh6GA/vp2VozJzlHCZrIiS4lDckOVIzoZu/R84MGLgJ3rR99rPU0n60QeZK2nA4s/Mfp30tr1iaqp9uuK3mhFicNeYoBeOwuoIMcxM0KGqQqw7VGd7NvzAgqk09TFAKSRG7fepYSWk4ETrwSWfMKeUM6lRz7HIyj5PUwUOMZ5mCAT8IwAqZdNMmpAVDhI6eM+tkGJw0rTPSUSB2haTz6tD5roYCcS1yu05mOdTdoPipZ+Uj93Ld/dRzJQokR+uSISBXhzEnpOljDhkcrkfQXYD2cV3HD+scDdo6/xFIf1cQXmOI11V52CwSkfQFVZFImofu80Js5v7he7r69qbcQVDioZWoigaKikxKF1eYM4TJFcm/L4xGkemlFnnSwd7B8hDodzyNrYwRpIe1QcbusYxLUPbnLveJ7gKItFsGpeoycFHA+r5jUWzt1i4IENez0tv27DXpyzbLr7gj5QwyEOo7KEasFzwCC8RAqjPMKrBB0RWcJdl33QtcBo10xhRiIaQaJq4tzL7DCnsQKyhEKBeCCdR28q60vpq6ga1m/twKt7rI14d/+1DbGILKxCqyqLoioRZYinXV1JPLa53ZOajaKmzP6+3VAp/psXNDkRh+4q4aBY2dqA/9p0gPvefI/EpROpcWKLdf7vtQAvotSuFLTEzBECKQxCKSxQQk/T9DGOX6IF0H8ftVWsENxXXlBroyCjzV+uMNc38hm88e4+XLR2q+1YiUd+J6IyMiZiLp1TQiGIgzzv9XHI6GRMpFjPEIdhOCdQ0goQLtozxKEAeTOYsU5AE1EZMZ/kPLUezeTVgkPbECExaZNhGPBDHHPHe7Sh1yH+pXMghRnmRaUotvzrmahK6MfxoZffCzxO9gLzuIUSh/1DzhblnQP2zfxbD1qFJ821ZXq9aYSoK4tZr4W0APFeFFDicP8r3tZ/+Z7R+lfeg7iBQIMEidTA/NQINA1IpvNjM850skQWbF4IjDIecRhgTjaFEIfd4rnQJUxAxaHRqZXJZNDd3c38M5R9uVyu8Foul0NLSwuiUf3Gvnv3bu5nq6qKffv0rvujjjqq8Lrx/3v27LH9Xnv36oOPmTNnorxcv5CCbHNCYJB0UldO1YvWBsoJcTjcC19VUAOUXDNAya/JCOKD7XhDbSBWG337gM89oJOCTmg9XV9ONl22SUIkOSoOBW+0osThYXLON7SyKrrMoP7vVxcAv7sC2PM8LGRT13aga5vpNU1f5ndX6OvYKdR8Kd5gJb+VHKu4Nc55SuplBZRyVG2YqAWiDhMwhpwc4C9n2QYlDk1EsSSxqkNDwUkVh9EEQDIWkU3ZX4t9RK0UK9MJXi9oOblkUyoCW8VhiTicbKhMRH11l1aVRVGZsF4r5ozDFS0NuOvS5ZhRZf3weFklGqsSFuLFy8QZAK5YPddRJUOJQAqqlmKJQ70ozHbUT5xiOy1sdfSnoaga+oay7opDj8ShAdeO50kArwo4Hoqpipto3b3VHOKwriIu3HVvEF5uajkRwuv9jqpEFGu/uAJ3Xbocq1sbC/dtqt6erMQ+RSIaYawPd3d7z84xVGjXPriJKUpvbR8QVqEZn8NbrnMw41nNRlEbkuLQiZyzU0yGiZXzWCWgge0dA56eH3aKw8p4BEumWwucxVBqVzmQuWYwxCEpQPslNcJARJYYcsbvOWpgiDRVRWSpKKpKO2WhH0vKAqIJ1E2Z4dhgRR0dAJ4yTbUQiYB3gjjo855uj34fHrqTVrLESdUrDF4DNZ2/26CcZBOKqL5oU1+QZx49rsDofkyR66QY5Lgf4pgLOi+3URwCwJ5Oa0N6Ih4vkIZAOONkN9iNW+rKrdd237AzcXigz95KujdlrSs111jrT5Q0zo6QxmMOWhfrf8/b+nteGG2qD5Bx2Dt1BVMD81MjcHJlSecU9CQz4ak7nRSHY0Yc1rKvBSEOpy60/t3/XskNzQMmHHF46623YseOHbb/Pv3pTwMATj755MJrK1euRCwWwwc+8AEAwMaNfL/gzZs3I5nUVT0nnHBC4fUVK3Qrr7fffhsDA/zi/YsvvmhZFkCgbU4IDLZb/6aKNKoCVLI6ueAXlFwzQO02JyMYxaHDoK6+xfr34T2jdh8Lz+Kvc8aNozaRBjSNozh0IA6d3jPDr+Kwfh5HRTfgP9+x7Rl9XZXzACwo3jwibbq+qdpQjo0eNz+KQ6rIrXSxvqLqOxGrUsaalihMKTGXtyEOI3H2HM0O2ROHhzmD6ROvdP6uFGaL3RLsYUcclhSHkw6GCssLGivjOvFHigVRjBYtfv2VlThn2XRI1NqZ0x0Y2sR5BG7KwAZqVUqKDgXFIWNTNHEK8lOqEpZCXU7R0J3MoG8oh2yRiEOg+NaYxYYXy0ceiq2KC9LdWwxUcwrnnmzi8P4jvIqJyWg5GgTziF3pjg5vxZOwbOBCs5NzgJNVKVXJO2H+1CrbQt/8IisOk5k8fv/aftv3/+E3bwiTq4qqjeSxsZjdUME0L4Q9jgCAKhuigBI2eWpVOoEUhwBr4xiYOMxRJVb4Fo6AvbKwodLbM4hiios9J8/CmGdpGfQ4B33e8+xT3TB2VqUOSiATyqIsIesGOt4Jop6NRWTmuWmQGlRxGLYdb6iNYlT1yatLjeC9Lut9tbzMer4HHSe74d8/fYztuKWWWpUOORNhB/vEFXb0unYijccUgRvWTRajARSH6/IfY17zUyOgriyKquGxze24+O6NWHLTE/jgLX/GkpuewMV3bwweg8GLQDIwrlalAYjD8nq2Hl5SHQpjwhGHQfDxj38cAPDwww+jt5fN4/v5z38OADj11FMxa9aswusnnngipk6dinw+j1/+8pfMelu2bMELL+i2iJ///OdD2eaEAEM6kYJNNM7mag0HyDm0VRweAcQhtWF16sTgEYfASKHYZnLQOJ/tOhs+bLVLkGRna0y7Gy0lKtyIQ1UBtj4CvHKv9fW2Z4GendbXunf6Iw0Ln0n8xQ34UbwBQNpEFvLyDY3JmZeMQ2N//PF/WV9Pdemv2w0w6TaErEpJYaWSEId0MmF0SeVFiMOk/bXYxykCLPmEu0rWALXYLcEepYzDIwpeu0tn1Y9cw+Q8iIwQh1FZQtQgtegkhnQHFkNh5WZVWk+KThVkeaPLmGYcuikZxxKyLGE6sSs90DesW5Vq9sWNrBYp5Hn4hUjBdaJCVAHHw1io4sLu7g0KnuJQNN/QjPcb4TUWSEQjjHr7SIKiasy18L8f2eKp2BSWCm0sckedFIcNVeLXXDwqc4lGWQJe2dNbNMW4Qa6+QuxgKUTIVUPd+a+Pvs19f3vHoIWALJZS244ooPaOWcWqVMlNIMUhwBKgVEnlFUMZNv+5GLC7JgIpDqErVu3GiVOq4lxCgWdpmSXnj1fVZdDnfYL5TgJWpckiEIcBrErLyLhaxKqUEt9Bm47KolT1aKM4DHkOEGqjmAer0v091hpaRbl1LhFknCyCkxdMtR231JFrvt9FcXjQQXFIQRWHTqTxmCIS9Bo0xeyQOJ/NSovQJzynLMNPOxZz7yFBssrNjg8b2noK57umARvaegI7NTgSh4Kq50BQFTZiCgC2/N65vuoGJuewRByK4ogiDi+88ELMnTsX/f39+NKXvoTt2/XAy/7+ftx00014+umnEY1Gcd1111nWi0QiuP766wEAv/jFL3D33XcXLFE3bNiAa665Bpqm4bTTTsNxxx0XyjYnBNwUhwAn5zAAcWibcTjJrUo1jVVielUcGujZxV9noJ19jZI8FVPsMwFVhVUIGqDWqU7Eodl2NEW2f3g38Coh3nvetf8sUbx8D/91r4o3QD8HDZUOJQ7N57qo4tC8PzrJJDwz4Gy5ymxDxA6V7PNKkpvKKA5HBn00ezHKIw4drEqTh4AcGUDKEf8WuyXYw+4aLikOJxxEbEG8dpcWijYMcahvw1J0ocQhGeQXQ2HlNrmnRVXarWx0GTP5JhNMETWj1tqEceDwsKtVaRrBi0RjGnxfBNgp4ABg4bQqLGyqGjdVXBjdvWFBUTUmEw4A3j2UDNQlfKQTXiUEh1FsenZHF/Oel2JTWCq0YqjZKMKwKjX2W0+SVWmoGnDdr18PVqRzQFjkqh91Z7GU2nZKJh7ZYs78o0o0qgwba9DGkqDHP8VkvxXnXm6nbveccUggSRKmVPM/Y3otXylHycQML+PQ43EO+rynRCX9PjxQq9LiKQ4FrUppxmHWfWxJCb3AxCFHTQpwFIchj/+CEMfM3I6StzZWpTlFRfthaz2wupwlX9ycIr5yyjxvX3wEjZXx0eZTDmhTQN9QztE+1Atx2MRTEtuQxmMKWhejDfduMMfskDn3j5QL8ZyyzHH155RluCZ3PVRN5j4TvdQIzK4sY+HU4GhV6lNxKGynatRXd/2Ffa/nXfdIK6ftTV1sXahru+C3L2FiVWoCIh6P4yc/+QmuuOIKbNu2Dee6eeuBAAAgAElEQVSffz6qq6uRSqWgqvrN6rvf/S6OP/54Zt0LLrgAb7zxBn73u9/hhz/8IX7yk58gFothaEgnuxYuXIgf/OAHoW5z3DFISAI74tCsNqJ2jF5gZ3M62RWHShbQyA3QSXFYN8f693CvTtbFKq0kohmDB9nXKIlkZ0WaGXS2C6US7cwAoKos0aMq3m1H033uy7jB8BenD39D8eZV0ZjuA2LNfMWhASbjkEMciu4Pw3L1soetpJAfq1Im45AMNmh3kJ0veyTBEoe5Iedrse891hvcsNh96GJg53rrey2n6Paki8+zJ8NKYMGbJMqxUj7kBIGiali/tQMPbNiLjbv1Dj9J0gsOX1g9F2cd3WzpsjS6S79038t42UUtAJg6MiW+VWmhM1tVONml1uvfmDh7Kfq5KazcrEpp0YnNOBwpGpAclYmUcQiwOTwH+oZ1q1Le9TkCw6bUOB8+/YEZ+MbDmz1td0yD74sEQwF3zrLpyOQVJNN5VJVFCwU53mtjhS+snosNbeLj2GJkLiYzedsJf+9QFtc+uKmgwCxZjJYQJrwWm9Z+cQVXsRpEhWa+5sP6HDfUODzTRKxKw9pvfuGHXD1nGesy44eAPH3xtNDHEQBfcQ0A0zhkS05RC8pCmnkYi4yvopoqAmlGnFcwbgxFyH4D7NXtXu2yeZhalcB7vSzpMKOOX4im5G86H9yqFAj2vKf3Fz9WpcXLOBSzKqXEoYjii1EcBnRcoMThsA1xGDZBbhDHXo7/gqlVWPPLV5i53R2qAkubtspvDth5KKmrEU0/hSoODTiNkxVVw/aOQU/59ABw3Ow6R1tj+hzMqxpSWcV2nLmfEIeLm6ux3cbSfDqHOEzEIpZGiHFRHNK6WH0LW0tzgjlmhygO+7QqrMl9E2cqr+LyyJNYJW+DLGlQNQkb1SVYp5yJJ9UToEK2fSZGZAm3XrAMp97+rCO5R11Z/DzLeWMCR3DiTwrwkHHotW4StL7qtr2zGxdalXMlq1JhHHESkMWLF+PRRx/FpZdeipkzZyKdTqOqqgqnnnoq7r//fnz2s5/lridJEm655Rb86Ec/wooVK1BWVoZcLoeWlhZcffXVeOihh1BdzbeK87vNcUeSdCTyiMNyojikZIsXHKmKQ0qISrJzkT9ewdrCHt6rB7Ta2R+IKA6rprHL+CH7oOnkIcW2R4PZjvqGxu8oEVW8RcjkyFDNUttdM3Eoogb0sj94lqs8clJ1mZgkyWCHHnOGOBzpjhK2KnW4Fnl2pYB+HOjE5uM/BNb8CVh6fok09AqeVWlJbTgh4NcWpCoRxTfOXsx8niQBS5qt44pCcYJcN4bisFDM4GUtRNmMibAVVk5ZhBXxCFMkYIlDfd/QjEM3QnKsMZMUuHYeSiKvao6Kw6n1tRabyE8eP3NCWWOOB3gKuPFUxfnt7g0LY9IlXEIJNghLuRaWCm2sckdptpOBeEQWIufHwk7VDmFahfohIIul1LZTGDVWxRnSNZcfPUkogePVwjJs0PMnmXG2/3MDbaoqVv5zsaxKAXvCTFRxmM6pjMLPj7I0yPOeEpUiisOiZBwGsCql42o/VqVBlYDU8nVUcVh8S16vNpDvdCa5c7s3DpDGbhvi8K39fYjCuo8l3vEjoGNiUTvTqcRm+/jZnDw4E6IRGdXkeDrZlVLF4ac+MJO7nCyxFtMAR3E4Hm4qtB5b3uA/ZofMuzOIQYWMJ9QVuCR3AxZn1mJ5+udYnFmLS3I34Al1RSG+wimb8EO3PuM41m+uKWNcWcbCqcFRcShIHIrUTS6/9yXs6x0aJZYD1FdFtvfvr5J9XVIcCmPSEYe33norduzYgXvvvdd2mWnTphVsQrds2YJXXnkF99xzD1atWuX6+R//+MfxwAMP4NVXX8WWLVuwfv16fO1rX0NVlXPhNsg2xw2DZGJDySwgXKtSO8UhVc5NNjD5hpVwrRZSu9K+vUCvjU0pwNrKApyMSo7i0C/Zx7MrfeU/vX9OKJBYdZ4BQ/FWwxnMtJwCXLROz4c0wyC/PSkOOeeu1/1BLVfpNgB31SGjOCSWC5Q4NGxZGWVSnLU6cbIqBezVsLz3phxlv2wJzuARh6V8w3FH0IL/oQFrQeGDc+ux/eaz8a/nH2N5vTBwJudBVFIBaKOKQ9L5CDkKRNhzJ0h+Ag9OGYc8iyta9LKzKi1Wjo9fzCR2P1sP6s/EjANxKMXKLZP/iWSNWYIO0YJMsTIXx5OAKKGEsIpNYeWFjlXuaE0Zv3jbUBl3VGgYGJMinQ3CIleDEJBhjyMAe0KiriLOqAjN6rOcYt0ZsXG2KqW/IxlQcUibqopnVWqjOKwMrjicYkOYzazjE4esuo9jVRrxvh+CPO8pUemmOMwpKg4PWUmY8bYqLYuyikMna0qAZ1Ua7Pxjv4ORcUjjCsI/z71GRdghB/LdbKxK39zfzxCH3OMnAGpnSnH0jBqUk3nTcS7EIcA20fQNsdbbgD7n7ei3EmVnHd0M3pA4Ikt48u1DzLyXtSCeAFalSsZ/zA6Zd2dg3ZdZxNCLGmTBHnOnbEI3dAyk0ZMa3XaxcocZOCkOBZoXROsmf9vVg1NvfwZLbnoCF9+9Ed3P/szb9xypr4pu77/eI/XXw3tG66UlOGLSEYclhAhKHAopDouRcTjJicMs+V0inWC8nMMemwxCABjgWJUyxCHHt9sv2UeJw1xatwz1ijDUZmZ/cR40ld0XX31zVPFWTgZcfohDNWcdMPjZH4blqgFZFrNENYPJOKTEIc04tCEOeVal2ZSLVek+/uuapitmzagL397tfQPeNVNSHI47ghb82/utnZtzGyqQiEaY4kShWMIhkGVooxMxmjlqM8APW2HlpAzkWb7ZKQ7Hyo7LL6hV6bud+r05pzkUrDlB8sUouJYQDG75MsXMXBxPAqKE9zfCLDaF1RQxVs0VduoqEZvSMSvS2SAscjUIAVkMpbYdIVFXHivYkhow25NmyX4dd8UhZz8HAc2hK1ZTlS1xGILikKc+AoDpNlalZYwqjVUc+rEqBfw/7xOE9HBTHNLs0/JYJBwL/gBWpWVx6z5TNTYjlILnmBIEzLHN8xWHxSDIRYljN+Rpw6CNO9ibHMUhtxlYEIad6UNXrcJvrlppee+dQ4PY12utPx43q9b1M+sIcdg/xP8tXYMZS7ZsPCrjxkc2gyeMyyka13GHXkMTwqo0nx0VHVBhATAqOrjsYVa0QBSHx7bYREQR+MkmpHipbbT+PlZODc6KQ/fmBS91E0D/jpva2tHQ+bLwOgAK9VXR7fWgBoc1U11NU/XcxBJcMbFavEsYO2iaGHEYquLQhjhMdemWmpPV0jBH1Ggi8m0eceg0uBhsR8Gk2QBjW0keYH7JPoAlDrNJAD4ss9ysN0Vg9hfnobfNahuRqAHqTcXXctKBZRCG9Fw2E4fRhH48zJ+bSY4Sc772x4jlqpnci1dZycKMA3GYz7LHhRKHdDJhEJVUnRSJscRhZsDZ993OqjTVbb0GpAhQO8v+c0pwBldxWCIOxxtBM4Zo52bzSB4E05FpY1UKAFEoo8tTq1KbAb4xcXabqIgqrJwm97zMnIoEX3HIdBvHJtZwlBKHxgTayaqUV8wxCq4ik5liWGOWwIdbDmMxMFZ5biWUwEOQYhMvczWsvNCxyB2tiEcQkSVGEdFY5U6ShL3fvMJPVhePXA2SeRz2OAKwJ8TqK+IMGZhzUBz6JZTCAiVWghKHqSJnvxng2feWxWRmTOoHdopDOq4yQM/VdC6cjEMDfp739Bx0awRg8g2rxdTMruBalYopDuMRGbIEC9mTzqqOvztsq1JWdTYyB2CIw+LMAQzi+MmtHbjpD1vRlRw9Ti2NFYhHZbxzyLlpO091NurouWDkqd3/tz14++AATopYzxNVjoai0jmxpRENlXH0pnSCmt4H502pFLIZriu3LtNnY1V6gNiUyhLwwrvOzyCa8cuSxv5rgumcglQmj8pE1Ns9yq6hXo7w1aBfeITr3qOva73Gb77g/7P35lGSVPe95zdyr6Wrqrt6q17oBRA00JKGpdUtgSRsWYAN1nnG1mIBamxJI5D8RsfzPJ7zHpZnjDx+tsZzvDwbW9YbeliE/GRtNsIgyZYtEN00opEErW5o6IWl99q33CJi/oiMrLi/e2/EjSUzI6vu5xxOU5lZmVkRkZE37vd+v9+rcO5bJ0N9J4YV01z2Hh3FLW9bByDed3koYjoOw86bAEAfysgY0eZX1V/PwBF7PXYYLy3cdO4wsPYK+a9oAGjH4dKlPOHYtZsYQJ+gI6+XurXiOA4lUaW2BcyFm0xJFZzjUGFAJ3Qc+kSV1su8Qy4oqjSq2AfwAlWhH0CUAbANbH53tPcA8PniImg29apLWIHVKwgCao5DwxC4AT09h5G2hyBylf4s6lJ0oaJevpd3onEDpMbAj4sqFTgOx084n0UZ1FXYvP04+/PgBvGFjkYN0bbTjsOOkoTj4BQRDkcaEyjUcSiLKgWcnsOFqFIiHArcbi5JOqz8okpXCCaiesnj3f4eblV92hyHki6eakjhsNPRmJpg2tW52LZVwhqNgKRjQW+4fC2u2rRceB/Fb1FEO3pHDcMQug5VHIftilP1Iwnnelx3Z9JObdn2GeoNchymq+OQCqDTMc/Xc5XWO7FMy8ZTR/iFopYFPPbCqdjdujLHoWxcJXIc0mhQGl8bFdXve9rNFxRVem6GHZPLtkFohFGlav1ihmFwY/agnkM+qjRZ4dCNKqVdnom4MyW4wrErvLj84vYRHDkbkPQEoE6SRuo1Z/7UGzn5zHFnfpQ6Dv/15TFOjI1CNmPgvZcIksUaBPUbuvBRpWLhkPYblhVjRr2JO6Ko3DB4ewC3fe5xXPX57zXjLJXPU1k6L+aZ+y5P8Y/3S/4i1919vX3Yc+cOXLiKn/e9YEWv8DsxipgGAPs8C4faVoMRo+MwyrwJAMyiBMsOP79azvSGer1XLPZcgHMviR+oYUjXEm9N+6Buw75V4hUWVHSJI/DJHIeAI4L1C4TLboDrOIzoOPQTbQDHdeh1gNJYSbr9muJWhAsAKhzmS05k6PEnwz/XL/858Ohvh+9aFOWLi6An+1WXsD+rCofUXVtc5gjsLl43YJTtIYpcpYJQNYRw2CeYaOEiGRoDJJWo0rFj5MnIsSOLKqXCIT22NeEQOg7VVpdqWkMSjgMaVToy4HxWpZMTBn/ey8JauBCjefw+wiGQnMMqvOOQCIc15wK6XauNo9JTyDKre118HYeS1ZneFc8P7D2BfcdGmwECO7cM445dm/D+y9ciq0XDRU3bVglrNAKScq65ZDMG3rFlBZ47MS683yVoUUQr3GwiBko57nyuIhwmvd2ikJRzPa67M0mntkyQWN5XQD5HOg7rCydN6kSjImO7oYueEnccJhyZPVOpSz9rVdPC3Q8faH7WoohGpmXjyFn+WtYA8KPjY7hp+wg31uGTNwQdh212llJBOiiqlDoOE+k3BCSOQzXhEHDGst5jSiYcus657x1i55a+/MxrWDfUgxsijlF5UVjiOGxBNDyFLh4Zna0qjcfqpOOwUqnAkEROUuHw9cka/j+PCy8O11+yGl8/8KbwvlzWcdQHvcYQ2QYT8+KOQyochsFN3JHtexVk5ynbdtx3e4+Oqp2nZI5DQLxYvzrDJ5UBjsvUIuf2XAnZjMG5PwHghsvXMKlDQHQxDQCOnpvFmaky1jTmDlqZ1OC6O/uNIqRnsYB5qSjzJgBQQQH7rG14Z/Zn6r+0+VrMmtlQr/eKTZLRTr/gzKv4iaUa7ThcsnAxpZKc5rBRpbVyI7pQUDIq6zgEurvnsEqclJE6Dk/wjq6B9ezPU6ecfy0TOPhN3mn33d93bncjFFxxKwoVwSqcaz4e7bls28kKv/GP+ftWbeMnvNdcIc8XF8E5Di9lf47iOASC+wfDbg9R5Cp9Db+oUk44FAjtnHDY+ByqRJWOE+GQbsf5MfEga+I4+/PycCujNQRRZHNB4XOgaRlJOA54x2EjqlS2ItMwOBE5C8sTVUou6kIMduM4rHw7DgUxOXQ1vrvKeC7ljkMAWC+I1aoISu+b+OwDb1fJ4XtvxHP3vA+H770Rj3xyp3AiTbP4aNsqYY1GQpKdq/PVOr7901PC+8K60NrROypyHA4rCIdA57tqk3KuJ+nujOvUlkUgBnccdlZQonBRpdW4HYckKjJBJ5Zqv5YbORjWeeg6sP70Oy9z99kAPvPI81wPGiDpOCQCcTHb3u9BflGfv+hxnnQcJiYcCjsO1YVDUQwsxeuco4srjp6fFfbXqcI7DiXXAG1YPDjYw77GfNVUurajUaXFjCWNnMwb7N9VR1bYex+WmUodX35G7lb76o/eUNpHqh2HcYRDWcR+RdG1mOh5is6LuQvpLUu8WF82D0fn0QAgV4Rt2zg9xc95085TILqY5vK9n51pfn6STmoQuTt/9UsHxA/O5AKTxaLMm7g8aP5CuF/Y8YnQr/eKTRyHL/8z8IdrgT03s3PpGgYtHC5VOOFwRPy4HiIciqJKXSFrz83Oh+4LF4o/fFRg89LNwiHnOFRwB/WvYe3zVg2wPSepQj8w8jb2d6ZPOsLNQ7cCX/0YX8588oBz+0O3Lgg8UcU+6jgEgG23OC7AsFSmnYHvurezt6+8BPj0PmDDNezt7/3fgcs+oN55yTkOVYVDn45DgHcD0sFEmO0hi1wtDpDXCOM4FERW0AGSK+CrRJVSYXTFFv41RHGl2nGYLCLHoY4q7ShxJ/zrpoWzZDXySCOyiU5O1C0bdXfChBwLOZgLjw/pOEwKv6hSoeOQTHq5k2pzZHLM73k7xbohfpvW7PCOQ0q7ojE16aPTAoRmaRN3somdXHoCJ8YWrn8MAN//T++JvCii1YsrBoRRpWqT++2IUw0iCXE1TdHZsvc51FtAPiMXDmspcxxSR/hMJd6EI3Uc9iQoqITp1wordsSZ7KdjIdEEe7sF4mJMx+HKFESVAvxiP+o4bLWYzAmHje1IhUOaTtIKaEznTKWudG1XB70Ws6SRkzmw1zauW/GBiBGVwMI+2nvU37yhso/oAhpZVOmbEwIDiCJu4g7fcah2bkz0PCVzHMoiSWW303qQTA7IZDE5XxOeG857BHh33HT3QxIhTpH/8s0Xm1GtTxw8jf/261cG9jSrfJd7Fw7sPTraPPfO25LnVpjnjjJv4vKEdQ1+YG5Xe3BjfjXM6/VhHp/OflNwj+0kydG5dE0TLRwuVWbISZb247lwjkPi0vIKWcefxEK0oeDD5+s4PCO/L+1EcRxmMv7OrBVbeTF38k3g728Pjvw8+n3ncZYZXewTCYeZrBMdGvR8MqfeLBkEuFGb3ON9BGaKWQfOH2FvU44qnSCPI8e6X8choL49/CJXuahSH8chF00rEg4lAyQuqrQQ/MXfvxoYIseoKK6UiolaOIyH6CKRHouathNnwv/8TJVMkmSwvHEBKxKPmiutDfY+1nHYGeEwl81IO4VEsW80fsidLOAdh+mLY1wncBz6dxzqiBONP2kQIDRLlzjCEZ1cotgAPvetgyjms7EXRbRicYVYOFRzHKZFcEtCXG2Hu1MFuXCY56JKvVFwaXMc0rFL3KhSuqgqScdh2H6tMGJHnMl+KjBMl3kxo+3CIRefmqaoUvX6Croor0zG3q0UkwF5qgr9nLTHcUjcdvM1pWu7Gokqrdcq0sjJLNjjxBUOae99GJLcR0M97HdeK6JK3cQdLoJY0XGY6HmKmxdrfE5lopDsduo4bFxzi9yGADA6I+/BjIMb1Xr3wwfw6YefgymISQWAzcPijkWK38KBMiTjI8Wo5LDzJi4WMrir9tlg8ZDMr6q8XgYW7sv/Gd6RDeg09M6la5po4XCpMk2EOpnjsJeo99VpoO7avM1wQpZvx+FichwqrgTzE1iGLwQGyD55fZ96T+DR7wOHH1UXt4YvYn8WCYeAEx364YfF922+zokYXUtO9O6XMO3HdI8tztkXYoXHxAnA9HyZ5/uAAZJbLRIOzRofxxrWcQg42+O2rwEXv5+/z90efpGrXFRpwo5DaVRpIfjCo38NL25PaMdhy9GOw1QSZ8L/JO03HCzBaMzWZTMG8ll2kqxZQi+IKi26kydUOMyrud2SQBZXulwQVdpLLhznqiZs2+YmDfy6EzuFKKrUt+OwjftA052kRYDQLF2ocES5bGSAm2xqtSul1ZiWLYxk+8t/PYLHXjil9H7TIri5xBFX0xCd3VvIctFiy4o55LMZ/6hSGmGZsqjSmXJc4bA1HYdR+rXCiB1xJvupwDBFtmE2Y7Q9zp0eVzLHoesm+sER9hr9gadPKJ9bfBFdE4YYa1LhkDoOWykmA+IYWkBwnLfhGkAkHKpc29GOw1pN3o2YJx2Hddv5XdeFF4Uk9xF1XU7OS6JKJ6MLh27ijiym1o/Ez1PcvFiAcKjqOGwIkmemBBGmcKJKVcdNUXnqlVFMSPbfr1y5Qem73E+Urkgdh2rz3GHmTSiz6MHu2u/it/HbOL/qHbDh/h2GdH5V5fVuyDyLd2dfUHsT7ly6pkn6lnhr2sM06aWQdRzme51ITa84Mz/uPP7QP4UTsvwEha52HBLhUHUlmN/2WHEhsIzkL5/6aai3hf1/50R+uuLW4Ued244/BWdtsOF0IO74hPMF+q1PL/yuTDgEeOdgoR/4344urOp5/iH2fldwmyO/5wqHQV2CfnD9hm/hnX2ccDjBuw0zgs4/1feVyfID+1/8U2CHQkwsFRRDCYeCjkPqeGk6DsnAQhRVSulfzTsVqbuwXgWmSFH30Gb/59X4ozsOU4k74R90ESCa8D9N+g3XDrKf02Iui5q5cEHZvAAix0LWMBcuxGrkoo6uqmwhvYWs8GJT7Dhk/wbTslE1LcGkQfqGoyLHoa9wqBhVqlnauALEdw6exgN7T2DfMScayDCcCZc7dm3C+y9fq3svNS3DFY5u2j6C/cdG8cG/3de87+TkPOihF8XxcNN2yYLUNjNTqeOuh57DU6/w7//gySnc/fCB5vd2kOjn3W6VuomZch39pVxXx04Xc1kU+9v//g3DQF8hx3RyuZPafsJhrZ6uqFLqlIrSAwc4Y6MnDp7GcyfYZKe/+tdXkMsYuCHmd0KUfi1X7Ag6PuJM9hdzWc6VRh2HspSLVkIdjiLHoXtuEZ0bXzozHercIoUTDo1QCSMln6jSuPtN6fWlHYftXzwoEg5Vru1MIhzmDacbUfR5olGlrluR9t6rkvQ+GlKIKp2t1KURpiq4iTu0ikMlqjTx8xS9NjYrzi9Q84CLasdh4zN4RuY4nK3g8RdPtUw0DEImCFP8ROm4jsNsxsCf/trbsPOP/gVR1k9YyODr5avx9devxvUXDeAvb70Y/cuWS+c73M/yVfd+V+oQvz373XBvwp1L1wDQwuHShQp1MsehYThxpV6hcW7UEQ6f/VK81/Qy282OQxKtmZTjcBmJqBL1S/px/Cnniy5XdCagL/uA81+94ghUxWULJ9/D32Z/10845Pox17IncU4Ma3w5z5H334wqpV17IaJKOeHwUv4xIsfh/Dj/GLr0NYygSSM8h7fKH+slTlRpn2BVjcxxaIochwEutv41XFQi93dOvg7Yni/nwjI+3lgTDu04TC3uhP/vffNFfHk/H9t7w+Vr8NcfvYqb3KGRL+sGWYGplM9gxvMRrUgchzmYCxMs3OrHNjoOJX2Ey/v4SKVCNoNsxmBWXc9VzI6sNg6LyHFYgU8hvI4q1SiyGAUITXfy1g1DyGUM1Bvn6Im5Gl4fm8cFwwvXMlEcD2kQDsM6JffcuUNZnOmU4LYYcEUy6hIZn63isRdOcSkMfo7DTkeVLiNiwGw1vHDYDgGqr5iTih0yVMWOuJP9VGCYmme3YSf2MXUc0mO1lecWBhpVWujl5yt8KOXEjj+gtWJy8/Xz4u04W2l/XQGNq3bFFb9ru0vWLMNN6zcCP1u4LQcLO7cMCyO7c5KoUm/vfRiS3kdDJBlGJDCdIm7DFX0FXL5uQEkE8ybu8DG1wVGliZ+nsgKRqV6RC4dhHYeTYuGwZtrY88Pj4udqAyrCYZAoLbvetXI9ypGV3z10JpJoSPn+K1O46+snsOfONfD7FE3N16Si4bs29WPXmUPhXtg7l67RUaVLFuo47PfpUaHdb/NjQK3ccK6FgDokvHRzVCnnOExAOBQ5DkNjix1suaIjOnlPgqVB9jFl4sjzQvsxqeis2nHYjCqlQmMYxyHJqKb9hgAvHFaneaFaJHapRJUCzuiGOvFoN6AM6iTzdRyS7dcvcBzKstyFUaUBx6lKVKkopjTEBY1GgEg41B2HqSGbMfCWNeL9cXqqIpwYUHEceinLHIewFi7CuajS9olWYaJKDcPgRMG5msn3+HRJx2HN9rlk0Y5DTQRa0eem0ahSymdx6Qg7Fv3JGwvXAK2OOGwlre7v0oTH2/lUI/1Ms1UTdz98AD87yU7qVn06DqnI2G5EHYd2iFnvdsUAl/JZ7NzCRxP7oSp2uJP9YfBO9tPXmKKOww4Ih/Q16XHXlnOLZQKjr7C3VWeBPTcDB7+p1L9Fx+tex2Hc/aYC7zi0YFo2F5naCcdhtW41HZDZjIH1y/kx/G/9/EV4yzoyj2TKuxFzJKrUdSveEbHvLel9NNQb7Dh8c4K9vlw/1BMpYp9zHCpElUY5Ty0r5vAvh86Kz43ZPACyAevlCFGlEsfhtFg4BIBniXtchWs2LafvNhIqjtEgUbqKHCybfzf1rP+1rhvf/JEv7sN/+caLzH3XXbwS3/9f34N3XRhuHwNq59FnfXok/+SWLTAQ9vtTMpe+RNHC4VLEtgUdhz7CIRVV5sYaJ9YEOyy6OaqU6zhMIKpU1HEYGkPerUcpDrA/+zoOyb7qJzG3MiGQ6zh0HYdUaAxxglZxHBb6nChSL2PH2J+puCh8X5LBxPw4ec8GMKUEiuIAACAASURBVLhB/FgK3Va+EbHUcSgSDsmXedyoUiqAjp9gl4FxwmG0gbHGA11dCmjHYcqgK95dXnhjQrx6k0SZjHDCIVmR69NxuBBV2jnHoegCf1kpJ40Mo1Fek3M1bsIwjY7D4b4CP3mkHYcajWaR8dYNQ8zPP/UIh3EcD52m1f1dmnCoimTjZNLTG0+aNsdhH4ljr5m21PEgop3itkzskKEqdsQVJakrbWq+81GlVMyk+7Tl55bKNPDQrcDBb/D3HX8S+OrHnPsDJrVpQkjZk/bRSjG5+Rqc68zkREOgPXUFTu8eeyx5r9nGZ6v0VxzBmM4hWfJuxJzBR5XS3vswJL2PqHg6XzM5Qe/NcZKSM1SK1PEbxXEIhD9PTZXruPvhA9h9/34+KtoQRPuaVfnnRhpVKnYcnp4UdxxG5Y9+ZXsis+v0HCoiWJQ2hHGl2ZJ8Tsq7MEjkyH3yyHl87h8P4q9vuwr3ffRKDISM7w06j/7ouFysHasXwInIgYSYS18CaOFwKVKeBOreLwVD7F5y4aIexxqiSoKr/ObH+dUc3QKN1lR1HMpcacVBx41XHFAXIUVsvlbdWs05Dn0ELM5xSAZDst4+TjhsCNJRo0otCzj3MnubyHFoGPwxPPYq+7NIOFR1QlIX3sA6te1umcDZn7G3vfSYeCWhZfGOw75V/HPS1635RJUGHVv9axoCqOdzXp1mY17p3+4nhmvU0B2HqYeuPHaxbGD/MX612ykSVTpCokqLsgJ5cizkYModh22M0egRXOCL+g1dqCh4foY9H2UMXjxNA5mMgXVE5NUdhxqNZrHxtg3sNcBP3li4BmiHK6UVdLNTcrESRiTzwnQckkVHnRCVvBRzWc71OBui57Cd4rZM7BARVuyII0pSV9osibLvxPiQHlde4bDl5xbLBP7+duDo9/0fd/T7zuN8nId021LRrlVisovIdUYTR0r5TNs6nUU9hy50wQLgCofku8ysN/vUNg2zc340qnTz6kGu9z4sSe6jUj7LfZ6oyMTVazTSV9yI/Uc+uROH770Rz93zPhy+90Y88smduGn7CLcP6bGnevyHOU95kbqyuTSuCI5Dk4jKDTHyrI/jMCyGAaweKEYK7qL7VCWqVEWULgsWy2YlxoMw7vnPfPkA3vOWVZgO2QkcdB71cxyOVbPO3HgYwsylLwHSN1OjaT3U3dc7LHa5eO/3MjfmrKwP++Gj0P602XPxnq9TcI5DReEw38M7/QDANoGffcvpjovjOtzxCfXHcsLhlCNWiQhyHMochHNU+GoMCqJGlU6+xgrguZJcjOWEw6PkfkFUqarjkPb+DV0gfpwXdyXh3v/G3ydaSTg/7hwXLkZWLHbKOg7rZMCTLQC5Ar+KzqU46ByfuaIjhHrxioWiqFJNPHTHYeqRCYcA8MNX+AFzcFSpZILCz3HIRZW2s+OQHzqKYkpdesmK/HPTrHDYV8jBSGnEMY0uqvoJh23cBxqNRpMU1HH44puTzcm3drhSWkE3OyUXK2FFMhdXODQtm5sU7rTjEADXO0j722S0W9x2xY6wkYMqxBElg4TBjnQcct18yXQDKnHon4JFQ5ej3wcOPyq92y+qFGitmAyIo0rnaL9hG9yGLv7CIe84rJkWkCXvz3L2Y38xhwtWUOGQ3ce7r70oci+pS9L7iIsrDRAORX3vKhH71N2p6jjMZgx87ubLlB5LEbqyRTU+iTkO5cLhlpXhzB87twxjoKcQerwF8I5oFeEQCBalRY5DmUEmrHv+0Z+eTPQ8OjlXw0tn5A7s8dkqcM3Hw71gmLn0JUDnR1ua9kP7DWlHHYVGlbp9hGE/fJTB9eLn7Ta4jkOFLwpXOBKV81ZnFoQj6gRdfbnae9p6PXDpLWqPBRoCpvcCwZZHhgY6DiXdgHNkFYgrSHMCnaLj8CyJKV15sditBSgIh+ykCQDB3yHZHpxwGLAyLMpKQiqq960EMoLTN43Kc1283EqpxkBAdqx6jzsqhJ739C1o4TB5dMdh6qlIokoB4Mkj55jYF9OycYYIZbQ7j15cNS8ADN5x2LxIo53BdNFACxFFCvk6DvPs46njUNaZmAbWDWrhUKPRLG4uXt3PfA/NVU28em5hAq3VrpRW0K1OycVKFJHMxe04rAnGXrKI9HZCew65uDwJnRC3o0QOqhBHlKTiEqUjwiERRLwLBlt+bnn2S+GefP/fSe8SRYV6aaWYDAiEw7qJWeI4pIsLWwknHM75C4cVSVQpANRNCwdIj907NrGGgExWfm2kStL7aKiHfU+0D+9NieMwLFEdhwCwTxBzqQrnyhYJh2XB/Csgn/ukqXjZIuqmxV3Perl8ncAc4oM7bgo73hIxMc8fyyKCROmyLTh+JYllYRcGfe25NxM9jz732pjv9+n4XBXYdoszR65C2Ln0JUDnR1ua9sP1G64RPw5wRIupk+xtz9znxCnaFrD1vWqvecE72Z9zPbxg2a3CYY0IXUGOwzDC0SiJ1Nz+q7zDj7L1euBDD4qFJRmZjHrPYeiOw2knMpM69prCIY0qDeg4tEwnyvPx3yXv67S8LJwKh6NUOIzRcThOviiDHIdRVhKq9BsCAsdhY/DHRZU2BlEyQcrdp5YJ7lv96x9fiFPVwmHyaMdh6qn4rJp89dwsLv29x/GRL+7DYy+cwunJMrNCvpDLYDlZ7UknKBaiStljIQPLE1UqLmpvByKhL4zjkF5o0Um3NEEvmGu2X1Sp7jjUaDTdRy6bwRXrSFzp6ws9h612pbSCbnVKLlaiiGQurmBIXRWGAeTaFHHoBxXZVIXDTonbYSMHVYkqSgYKhx0Qh6lY6RU9WnpuqZWB40+Fem4cf0pa99NT4KNCKe5+u0IgdMQRkwGglONdZ3PVdDoOqYAGNDpVaSqb6TzuZ6emmFjd3kIWK0rks+OX6BaCJAX/wV75NgCAk5NJCYfBx56M7x6KPifMubK5ubGK2LgBhHIcjs5WQVNRvQz15CONm6JGtXop1ywlodYVpS9ZI55nqogch4JFslEWBu0/MYYdmwWJbz74nUf3vur/+uNzNcdg8qEHg8XDKHPpS4D0ztZoWkeQY8ylMi0XuI4/6fy3+Tpg87uB4z+Qv97W64Ff+APgb69buK3Qy7vpaIRqtxDWcRhGOKLbZG5UIkwaTnTsjk8Al94sd975URoEKh6xUCYcBh0/tI+tOsP3G+b7Fr54ZA5FEX7H5Ow5x6npnuy9AiYVBqnYS121QIiOQ+I4XB6wUijKSsKr72Rv65MMKESDI0AcVQr4Ow7dbX3iaf5+9/NPGdwofj6NOkLHoe44TBNVH8ehy96jo9h7dBRv28hOxo4MlrhYTnlUKXUceqNKieOQuo1bSI9gkmdFn/zimHYc0qhSen9aMC0bo7Pse60K+h6aaMehRqPpUt66YQg/8rgn9h8bwy1vW4dSPtucXPqlv3gSJ0bnpM8R1ZXSKm7ftQl7QzgX0uCUXKy4IlkU8bDWGBNRx2E+m0lFzDld/KTacegKUGGO0aTF7WIui2J/cs/nipI3bR9BpW5iplxHfykXKtKQ0hnHIRmXkwWDLTu3VGcAhP2Q2M41u6CLi47X56tiMSGbMVAnKsieO6/Bey+RLFRWhHOd1Uzu89HO1JEBH+FwbJZ3aQk7DhtRpc8cZZO0rtq0HBmbbN8o83ESony2RAyRbTDhcVqals3Fb64binZ9yS+KVYsqPT9Twd5Xw3fhuriu7OZ5LZtAxyEnHJZ8Y0oBYGyuivtuuyqw94+Om9zxlkpfoB+T8zWsXhZ8bPQXc7hs3SBeOsP/7apRpVHd879y5Xo8c0zeS0ih51HTsvHEwdN4cO8J7ny8oreAMc+x3TzOi8uA274G/OQrwLfuZl9g07XAOz4ZfS59kaNl1KXINBF++gXCoaor7viTgJEBrv0sf9/ABuCDDzgfTjqwz/fxrqlWOQ5rZWD2vPNvS54/ZMdhWOHIy5mDwPgx9rbP/Ai45wyw+1Hgsg9EP9FxPYcC4dCs8bGZKo5DKhx6ezM5oVESVRqnLFwkDHoROg6pE1ImHIZwHEZaSfgk8C+fZ287c1DsrpR1HEqjSiXHav8qtW3tZdm6tooXixZ6gZIr8f0Kmo7i13FI+cnr7Hl0ZJD/jPAdIGLHYdYwFx5Lv89y7ROtRELfcr+o0gKNKq2S+9M3OJ+p1LH7/v14aB+7MKTmt95OOw41Gk2Xsn096zb56nNvYNvnFtzzPfksNiznv2fiRhy2km50Si5Wori0XFzBkI69iimIKQWiR5UC3RkDrIpKD5r7OD86IRzS16QLBlt2bin0g62OUcHg514a0OsL2nHo5RQRQjauCJjPUkB0fdNJxyGN6XSFQ9OyMVXmHYc100c4JILHO7asaLoRm9CY04RQ/WyJoB2HXvH0/EwFNdOTkpPNYGUfL0irEMZxaFo2HnvhFD7yxX24+vPfY95DWDhXNhdV6iccSuYguZSfIs5M+c8rn5+pNp2iG1fwYye/cZP7e3/x4bf7voYfU4o9h7Zt46lXxAKlalRpVPf8LW9bF/k86l6n3/3wAeEijjESPcwsDMhknRQ/ym1fizeXvshJx4hL016ocChyHIZxxR37N75vCQDe8v6FDx/nyuvlBackHYdunOWem4E/XAt84ULnXzdiURRnGRX6JSMTY4BowpEX6vJasdXp9hOsMguNinBIxd1cif89kYNwjnwh9XmFQ0WBLk5ZuKjD0ItKVKnIcWjb4ToOI60kBDBOolVnzy70YHoHP3TiuiYRDoOiSufGwomGgI4pTQLL5OOJ6+XWnLcWIeWaidGZSqg4lCiEEQ4pI4OiknlVx6HpiSoVF7W3A9Hq4BU+UaV95PE0qlTUmdhJTMuWrvT07ziMP8mi0Wg07WamUsfDz7zG3W7bjnv+7ocP4I7//gx+dJztc3roN3ckEnHYKlrd36UJR9TuJlnHYb4DgpKIZWTSd0LQlSZDi9sKjsMOCMS841DcDXjtRf5ieOhzS77kJEiFYfO10msAXjgUX7/MVetcZCXt+I4CJx7VLc5x2M7Fg7Ko0sn5mtAxVa2Lo0oty8azx1nhcMeW4aao2CShqNIkGerlOw5d4e439zzL3GcYwOMHTzOVG6pwjkNJdGaQABQWzpVN58bMqlw4lN0ucBxS4ZAuDB5tXOtmMwbXS/vYf7w2cNyUzRh410XRI0tF0bsiDp+e5pKAXMqilB3BPHfU+ObeQi7SGM3vOl0Gtz2yBcAg5x5qBtIwpGPEpWkvKsJhWFfcke/yt3lPvqIeQBpVSnvcolKZdgSVr36sIbS5X3a287NIcIkD5zj0iSqNKhy50AHJ+qujPxeFEw4F+d80prR/De8m5boBpx0hyovXcUiFxtqcWCCJUxYuEga9iO6nq/eq03zGzux5dv8bWWBgvfx1Iq0k9IG6K0UF0N5/XYKiSk/+JPx70cJhPNzz1qFv8fe14ry1SPCuUtz2ucdx1ee/x7gkolzsBBFPOAx2HDZ7CajjEBZK7sUQvYhpU0ymadk4dp5fkXn/D49Lt3cP5zikHYfpWtn3xMHT0osRX8ehdlxrNJouw52A8caUivjhq6NMx9xAKYddF65MfSdgkt1QmnhE7W6qSxyHnRCUKKZlc86G3/vWQeUxqBa3sTCuldCZqFL2PYkqCvqLOfzfvyZ2BMU6t1zz8XCP3/EJ6V00qlS2sJK6DYd684lEiHLCZdXkXI/t7Dkf7GFfy3VliWJKATeqlIgnVh0vvDnJCK2FXMappqDzdKL6kQ5DxdNzM5WmcPfiSXbur1K3cPfDB7D7/v2hnNSAKKaW/wxFEYCC4FzZQsehpONQGlUqchyyt102wqY2jDaOqblq3enX87B5ZUCtVYMoTj4XuhBAxg9eZpPktnn+DmFUqWSRbFT3vHeM9j9tZI0eGQPC86jfdbqMcbqgxzAE5hWJ41QDQAuHSxOuo26E/TmKK27sKH+bV3gS9QByjsMEhMM4cZZRMOu8m8vPcZi0cLThmuSeS8VxOE1coSLRuUjKtSvTjsDmpddzgSQSWumJO25ZeKBwKIgypQKobfGT9dRtOLDeP1YyykrCILzuSioeBEWVyhwyoy+Hfx/Hn9KuuKi0+7y1SKCrFF1d3+uSiHKxE4Rf1E8QIuGQrmxu9kCIhMNmVClx+bchJtPd3l/90RvcfS+dmZZub+o4HCUX6D35dF1YP7j3hPQ+CxnUbcnQuY1xsRqNRpMEUSZgAGDn1uHUOQxluN1Qj3xyJw7feyOeu+d9qXZKLlZURbJNw+y1STOqlHMcdna/uWOiva/yLpkwY1B34vST123h7lsK4nYmY/iKwJ0QiKlYWalbsAWWtJOT7Fh8/VAPXvp8zHPLtluArderPXbr9cClt0jvpuKfVDicoO6pZMazVBQu103u89BWx6EkplPmEq4KokpfOjmOD/zVD5nbNq3oRS6TEUSVpu8zS4XDfzl0JnAM8OSR87jroedCLcZViSqNOv6QIXRlixbVSx2H6h2H1HF4+Tp2/nNiroaaaeEk+Wwt780rJ+3EifhWFQ7/nQiHN791BOuHnM+/uONQLHq+5y2rsHqZWvoR3U/eMZoXywbe/ZZV3HnU7zpdxrhocYAWDkOhhcOlhm0LOg6JgBfXFefiXc0h6gFsRVRpnDjLKFAnJeA/eZi0cLThquSeSymqVMGtSh2EVh2YepO9zes4zGR48ZCu+IlTFg5EcxzmCgvOPBc6oKD9hssVVtuEXUmoguuupIMjswJYlk9UqdqKJyUmX9OuuKi0+7y1CFBdpRjlYieIOFGoa0VRpXk6QeE6DtmL6SwTVUpXP7ZWOIyzvenEBZ17SZPjsFwzse+Yf1ROVRTdAmjHoUaj6TqiTMAAwK4Lo01mdZo43VCa+Kg4QD+yg+2Kd6NK0+Q4THoMms0YuGQtO/H889tWLxlxmy6g89IZxyH7mrYN1AX78I1xVjjcvLI3/rklkwU+9GCweLj1eudxGfn2ETn+RFABVLTIMQr0+sa2gUnivmqv45Adv080xBXqCHOp1m1uQfh8he+2O3J2Brvv3w+TCoepjCpl3xPtnZfx5JHz+M7B08EPbMD1WwrSeqKOP0RIXdlhhEOzwou/AFCnC/BLOE2EwwtX93PnqvHZKk5OsJ+tdUPhRPmoEd9+UaVuWtMH/2YvniYLX7IZA5c1RFBxx+HC+/emPl3++0/grCTy1Iufe76Uz3KfUfqcKtfpIoSfcWqgEM3ra5qkbxmEprVUpnkRjwp4TVdczIlWxnFIo0p7gP5V7G1JOA7Dxln+4285o5htt0QrQqVOynyv7wAOgCMc0a5CP0qDYhEvWwTWbFd/HpXX8aLiOOwXCIe5ohPrYHlO0OPH2cf0kQmHYj97sqYCXaRj0lMW7iccZvJyAa3QD8x7Ylar0wA8xy0VDofYi10h7krCsB2CfrjuSpF4YFYEUaWNL2VZx2EcXFfcbV/T5cKqRInhvewDrXkvXUKYVYruxc5N20eCH6xAHBFSGFWaE8e5WEaWWd2Vg7UwIVEnjsMWi1ZxtnfQpECaOg5nK3Vhz4mXGiTnNe041Gg0XUTUCRgAeOeF0bt3NEsb111w0/YRVOomZsp19JdyzfHN/T88xjy+JokqzXdQOGzFGHS2yjqxaHfiYqaYz2Ja4szshHAoEqUrdYs75t4YZ+eBNgwl1HVdXOZcRx9+1LnmO/4UnDkQw1mAvuMTwKU3B15n06hSWWIK7zhMSDjMZWAY7IJBmjqSho5DLsawQdW0YBo5ZtSfh3gbPnnkPE71z2CD90Yac5oChnrknfRBPLD3hPK1NBXfq3ULlmU3BaOo448dm5djP+lb/uNbt+NXr9ooXmBB58Zq8/4L3CvTQC9JIuMch0WcJVGlawZKWNlXwElP7O/5mfjCoRvxHdaZKXMczlTqvote/us/H8YFK5zzmDiqtE/pebwYhtNpeMeuTXj/5Wt9F8KsXlZk3vvZqTK2eKJdVa7TRczXTJRrJito05RAOq+vYdCOw6UGdRv2Di/EFrpEccWJoh79HIeFPqCPdBxWZ+JZhKPEWZYn47mkRE7KIMJGUCzno0sAACNv5fddHCI5DtfwjwH4fkAqHPYS4ZCzihPhMG5ZuJ9w2LuC72l0oe5JznFIokqHFFYFqa4kDEXDXZnJAQY5rdfL/Oopd7uIYnWNDLAppitWu+LUiRvDu0QJu0rxAZ/Hl2smRmcqyk7CWsLCocxxaJEhWhbmwoVYjV7EtFa0irO9gyYFaJRpJ1HpkxA5Du1sIXjRkEaj0aSIqBMwfcUsLlyVYGKFZskicoBSccYVDmumTX63c9+5SY5BXWYr7Bi0dwkJhzTW0EsnnKWi+NSK4Brh9TFWFNiwPMGxeCbrLBLd/Shwzxngd151/t39qHO7wuJclbhIADg9FU/ckGEYBvc5pX2CqRAOpR2HJp45wfbh5STCIQBUq+TaPIULqKnjMAz7jo0upOIEQB2HAJie5Kjjj/tuuwrryLX05esG5WIUdRzOj8HXiCDqORR0HFLH4ZqBEob72dcana1wwuH6kJ8t1YhvV+xzEQmHqk7518ac+e2KKGGn0Buqm/IdW1bg4P95g7J7fvUAuw2p4zBO7yPnwqSJd3ReX8OgZzmWCpbp9I/9w2+wt9fK4l6ysHGK1EEGBEeV5ku8WBXHdRgnYjVqdxgVOv36DV3CRlAMrBPfv/5qtfeoCiccTvCPUXEcArzgRp15nHBIHi/60o5TFu4nHPrdVyACKH1f4xEch8DCSsIPPgCs2kbuG0D4HsyGu9IweAGhVnZch178okp7V/oWrSvjxqd2KWHFpMjEjeHtIG3bRoLXDbtKkV7seOM1tn3ucVz1+e9h2+cex0e+uA+PvXDK11UomjxQoZDLYEUfv9hDViBvEmdbMbuwUlO0+rFVxN3eQY5CGmXaSVT6JKqCsA6D9stqNBpNyok6ATNbMXHnnmcT7w/WaABeKFroOGTHXp1yHCYxBhUxRxyHi7XTUIRIZHDphONQ9Lq0YxMQOA5XtGgsmCsCfStDj/X5jkP+bwDA9bAl5TgE+H3LOw7bd5wPSB2HYndWzbTx7RfZDjg/4ZBzI6YwqpSKp2GwbWCmrPa9n89mOJHIO18QZfxhGEB/KYe15Pg8PcnHxzbJks/M7Dnx41xEJhZyzV0z8pwwt2agiOF+9hp/dKaKN8lna91Q+M+WSsT37nduZn5nSiAchu2UrAgdh72hnueZY2P495cCtrmH1cvY7UOFwzi9j3TRAu841FGlfiydEclSpjLtiGKiaMTarOO4c0Uq1ykWJk5x6/XA9Cnx69q2c1aj1l/3g9q/hnW2zZwFVkgcdkHEjVh1XVJhIgA5QVRxBa5qBAXATxA3sR2hM6nVTCW2W0EcVUr2s9RxGPBcvWTVDHUoisqJwx6T3rLw4gBgZAFbMNjzEw7DOg5VOg5d3JWEgxuAv/s59v2MvC1cnK3XXZkrsrGv9XlBx6FPVOmyNcnEqTbjU1snaCSNadl44uBpPLj3BPYdG22evnZuGcbtuzbhhoB4hUjEjeFtMx3ZRoQoqxTdi51if1Yar2HbwN6jo9h7dLSZwS+auBFNHqgwMliCIbhKoqtxy43JJSoclrKeP5p+L7RQuIq7vQMdhymbHLt91ybsPSqfFKzZOX5th44p1Wg0XYY7AeN3vpPhdrftuXPHou9f07SXfI49nqp1m/nXpVOCUtwxkQwqxLfTidVp0tZxCDjvacYzZ10RiG5vko7DjcsTiipNCFFUqW3b3LXIKdJxSIWZODh1DAsixtgsdRB1znFYrVso10xMSKJKyzUTz5+cgVc/8RMOcwa5L41RpTEch65wp0opl8Gsp1fT6ziMMv7YuWUYxVwWI4M9ABYMDqemfIRDOg8VJByK5iCJ43Cyxh6zy0o59BZyGO5jX+v8DO84jOrmDYr4/sbzbzCPnxAIh2Gd8sKOw0IfHtx7NNTzhIm4Xb2MOg75fRt0nS6D+5xziXdaOPRDOw4XO5YpFw29UMddWFfcvMCdZlsLDi2ZwEb7FSfZk14oosRZUsK6pKI4Dl2CIihqc06E6qv/Kv79Z/4mesSqCKWoUkXHYVB3XmBUqeDEHacs3DCAniHx40Uxu833RZ2Qnm1t28Dk6+z9qo5DLwPr2Z+nTwFX/2a45/A6BGmWu2gAlPNxHPavSShONR2uOFVmKnXsvn8/7n74APYeHW1OCrhi0t0PH8Du+/cnv8I+bgxvG+nYNiLEWaWoGq/hToqKnIe0Z0eVtQPiC/GipOPQJEO0pnBo205HgxdRv2lCxNneQPDkV9omx9w+CRkix2GrOyY1Go2mFdy+K8SCN4Lb3abRJIksqpQu2uqUoBR3TCRjjkSVasehQyeFQy/0+LMsG29M0KjSdAmHdLuals1F/gJ8x+G6weQWw9G41PFZVtBop+OwmMty72dyvsY7kRrMV01nsaAHThz03kdFxUz6PsP9xVzkxT6ucKcKPf5oQlHY8ccdjcfzjsN50cMd6PXxbIBTriqYuyKLdcer7DG0pnF9v5I6DmerODmZfAywKOJbFsPrEtYpn4GFLcZJ7nbz7z+G5SceQwbqcyFhIm5XEeHw3BRfzRN0nS6DcxbrqNJQaOFwsXPon9RdQ7SXzBunOLiRfezABuf2277mPE4UawkA5UZcqUhgs0zeCfW13wD23CyOT1UhbJwlJWx3WJSOQxE0giKq4BuHIOHQMvko2WWKUaWUPnKy9xPomOdtHJMX7OLv23wde0xSZM5C36hS8oXiFeFmzrADiUweWKa2moahbxU7sDSrwKZ3huvB9Lor6QR2hc3mBwBkGwMb0fHqivnez/8F71J7Lwydc8WFJQkxKRZxYnjbRMe3kYcoMRXuxU6YeA3ZpCgVDn//5suY6BAZr56bEcag0otYd0Um5zjMNFzmL/wDOIfqV349+vdmAHG2NxDsOi67bgAAIABJREFUKGznpIEKQX0SNZFwqB2HGo2mC4k6AeOi0t2m0YRB2nFIxl6diiqNOyaSMVOljsN0jY1aSdo6DgFesKSOw3MzFeZ6IJ81OLdMpynmMty1yTwRb6bLNUyTBZ+JOg6JeEQXl/a1+TgXCSxc91kD07ZhGexxwMWReuCEw2z6PsOGYWAoYlzpHSGFPk44JOJRmPHHdRevxA2XO/OONEr3lF9UaY645hJwHI5X2GPCXRhMo0rPTVc4UT5sx6EqQcJhGKd8H+axJ//H+GDuB9x92defxl/n/xx78n+MPvgIth7CRNyuHvCPKgXUex+pkDvOOQ51VGkYtHC42Hn2S+EeTx13rivuHZ9ib9/63oVi5tq8PE7TFS2owGZkHbfc68/wv3P8SSc+NYqbzo1YjExIlxQXwaoYVRpEHME3KkHC4dwoG/WZycnden6CkZEBSsT9FxQJ6iWT5V/3l/8yuCxcKhxKnIgA/3d4Ow5pTOnghmixsZksLzjOnI7urqQrq+h+zOSdpa+WCZx+gX/OY/++IEC4n//feAzY1B2uuCgkISbFIsx5iwrFbaLj24gQdZVi2JgO0aQoXXX8vsvW4JFP7sThe2/Edz97nXQl5/mZqtCVSSeT3BWZdTJE689WnO/FrwuE5hM/jP69qUDU7Q3wUUmUvpQ5DgH/PolCUXDRpx2HGo2mC1GdgJERZiW5RqOCvOMwHY5DIN6YSMYcFVTaGOHYaUo+oqpfjGkroWNz2rFJ+w3XD/Us9JCnBMMwuG1LXV+0H264r+DrAA1L0HP1tvk4FwksnKDQoG7auGID+92YDSMcpjCqFIjWc+gV7lQpkgUBtGPTHX9cvo5UHAle+77brmp+vkJ1HIZ2HIqEQ/b5R8vs53z1gDPfRaNKXz4zzXxv5bMGVvW3Zm5ssIcVyahwqOqUz8DCffk/w7uzgjlCD+/OvoD78n+m5DwME3GrElUKLFynv+tCfhGP2/t4Izlex6mzmBootOPQFy0cLmZq5UZ3XghkjjsaLTnnsTqLYkpd3AlMKrAdeKA1bjo3YnHlJeq/QwnjkqqRlQlRHYeUuIJvFKhwWJkCLM+XwTQRAvrXsIKVF7+o0p4V/O9xjsOAFR90u9P3LnzdKI5DH0FznAgKYfoNKQPr2J+nTi44/tZczj/ez11JxToqIuSKzm0P3Qo89f/wzz35hliACOty64ArLipJiEmxiBPD2yY6vo0IUVYpho3pAMSTotRx6E5e5TIZ/MG3DwW6Lakrk15YuY7DOnEc/lL1u+11oXuIuioUUHAcpjSOy+2TcEXh5+55Hw7feyMuHhEsmEnqu1+j0WjajDsB8ye3bg/9u2FWkms0KlAnYbURrVijwmGHnGhAvDGRDG8XGNB+J1YnoeNgL50SiIMch2+Mpzum1KWn4C8cniSiS5JuQ8DfTQqkwHE4JxcOq6aFD1zFzu+EcxymVDgkPYdhhTtVZAtjvfQXc3j3xau42w1jQQDac+cOJrqZOg5DCYeylDwXBcfhOfJyMsfhoVNs6tfawVLLFheIjmvbYzFUdcrfkHk2UDR0eXf2Bbw/86PAx4WJuOWFQ3kSYDZjoIecP/7oV67AI5/ciZu2j2BFH3UcEmdx2PnnJY4WDhcz1RlwcWaBSBx3fsKh3wnYjSqlQs+5Q2pvJ4qbrrgM2PLucL/j5aFb1SPfOMdhAoPGJAXfMBTJoMHbUQkI+g1JPyXzXD7iKz2WAMGJ28dxCPDbnWZUi5AJhL0+HYfUCemNUJ0gwkiUfkMX6jicetP513X0evnYo/7uShqZVyZRpdlCtBjcLnDFRSEpMSk23mjYzdcBcAeWRnAMb4tp9TYq10yMzlSEFxQyVF0S3oudMDEdLqJJUU44bExeRXVlyi6sTJu9uNhgvan2ppNyoXuIsr1duq3jUATTJ0Fjb4CWdkxqNBpNq8lmDPzy29e3pLtNowlDPssehG5EqWzs1QnijIlkzBLHYbudWJ3Ez3GYlo7DSt1fONy4Ip2R9TT1g0aVniI9jSMJ9hsCCo7DNl8DUIFlwieqtFq38J5t7OJuThz0kKf9hynsOATARZXe8rZ1wsfJhDtVqGgsu85/9vgY8/N/vulSHL73xqYARJN81gzwUaW27AI/bPqVQsfhmTnx+1lJ3IS0T7RVMaUAf1xXTYtzeKo45W/PfjfU696R/U7wY0I49GlU6cRczXc+aXSWnf9eO7CwjZcT4XBCR5XGIp1nM00yFPrhTD6HmSmV9JJFdhw2YhKp0BOG/X/niCRhOPNi9Nc7/qTzn+vu8Zuop5ZmP6edKnEE3zjRkJmsIx56O/HKk0CpIShSx6Gs3xAILxxyAl2AcMhtdwXBNgnHofcLhRMO4zgO17M/TzXKiC0LmHidvW/4Iv/n4hyHJKrUtsLH4Loi5YceDBYdO+iKi0IcManYn/DFjhsNe9kHnIUAlWnns9ThyNdWbCPTsvHEwdN4cO8J7Ds2Ctt2JiB3bhnG7bs24YbL1waWt7suiXf/yffxJrnw7S/m8IVffSve73keN6Yj7N/inRQ1LRt14ih0V0pHcWXetH1EOjlRt2McX1G+NwNwt/d3Dp7GA4L9dseuTcz2dinmMsgYgMyI2Q3CIUNWIBzm0zlhpNFoNKq4K9L3HlVfKBRmJblGo0I+pxZVms91NhbSOyb6/LcPMePQtQMl/P4tlwnHRDLmlrTj0Ec4zHbm/CJLA3F5fYydi0ir45CKN/NVf8fhuqGEHYcB3w/tvgYYIALLm+Pz3HWdS7VuIUtcgzmIHfbXXTSM3BtdIhz2stcx+8h3/taVffjnz14X+7udj8nlYy3LNRM/eYOdS/65bat9X3v1shJzPT9fMzFVrosjWLMh51BEjkOTFadOz7HHyxo3qrRfcH3oYV0LhcNCLoPeQpb5HpmcrzGOY9cpL1vkXEQVOzOK5p4GOzOHUEANVYjdtWEjbvuLOfQVsowD/9x0RXp+HSPxo16X4XJynI9R4VBHlYaiO2Z2NdHIl5yesTDIesmoKyu04zDGBzGsm86ygNMxhEMXlcg3ujIhibiypuAbBongGxa/nsOZEMKhn4DaJ3IcEsegX8chEG27RxEO6TatzDjHw8FvAj/7R/a+n/4PdacqRRRVCjjb3PKsgssW/J2egCCSgTgO62pFxk28MbgpdsVFRTXznfLUK+cDIyljkSsCfSs7LhoCyW+jmUodu+/fj7sfPoC9R0ebA3/bBvYeHRX2AMowLVuYf79moMitUlSN6aDs/n+fxWMvnIJp2dyKd8BZ9R7HlUlX47or62pxhmhJuNAFyOI7ZatCAadjpddnAqzrJsdEwqF2HGo0mkVAK7rbNJow5MnCQ3dSn3ccdl6wdsdEn/k5dlHnFesHpWMiGdRxGBTzvpjwi7PsWFRplgqHtOOQRpWmcwEZjSqljsPTk612HAZElbb5OKfi0olRucuoZlpAln1/OdLpdtUFyx1X3u6r+CdIa1Qp2Qb7j7GOv+0bBhNZEET3vcg59vxrE4wzb0VfAReu8jdiFHIZzt0njSsNmkcxyN8pcp2R6+kzs+wx4DoOacchpZWOQ0Dc3+klyCnfhzIyRri5rYxhox/iucWoEbfUdegXVzo6w4qBXvF2iETy8lGlZP45jtEpKrWy07tZ84nbTQlaOFzsXPPxcI+X9ZJRl1h5AjAbA1xfx2FDtIhl/ZXEp8qYOMHazLMFYMt7or10UORbFOdbEEkKvmHxEw65jkM/x6HPF74wqpQITYFRpeR4oid+EVLh0CeqlAqg5QknyvarH+MF8/MvibsBVZAJhxOvsbcPbgx28uXJBHaFCochxQQqQLiuuN2PAvecAX7nVedfv/jUFBNVTPpfvvJjZXGr20lyG5mWjbseei4w0pP2AMp49dwMFwUCAFOSzqWwk6IAK2bS1WoZA8hlM/FcmTka5eJckNTsOEO0kN+bEWDiOwPwW1FMJzVSj9BxqIVDjUbT/bSiu02jCQN1ErqCIe047LTj0MtG4oZ4Yzz8BCQvHHbZ2CgGfuPIzkWVsu+JCtd0H6dVOKSuL9rVeIoILrQ/Lvbr+7hJMwYfCdtqqLhy3Ec4rNYtIMM+PmPYyHjEwy997GpnkYAtuO5MreOQ/Zuo2/myEf/OQ1W4hbECxyEVLXdsXgFDYbUyPU5PTUoWxgct7KRGCNEcJIkqfXOGOg6d1yjkMhjwiW5vpeMQEMTwCro7Xaf8tRfx47zLNq2DZYf7XrVsAzNg/664EberaM/hlFhUK9dMbh7OK97SjkNue3COwzZFlbomlD03A3+4FvjChc6/e26ObkJpA1o4XOwk1UtWXMZ9cWJ+nP1XhDtxGcv6G9JNd5oUuq7eBtz+DY9LKiRexxUlSteeCkkJvmGhwqFXdOKiSv06Dn0GHL2CCQluxUfAiZseT0qOQ4lA6Os4JMLh6/vDdwOqIIsqpcKhSo9ikOMwND4CRIpccXGIIiYB6uLWYiCpbRS1B1DG4dPi43tqXtxXEWZSVPR+fvvvf8zc5k5oRHFlut1QfBxSw3EYcvBOnj1Vzl/ZiuJsxmj7pEFshI7DdE4YaTQaTRha0d2m0YQhn5VElRLhptjBjkMKFY3eGJ+Xd24JsCwbc8QJ5pfUsNjwdRx2aD9TwdIbVWpZNleRQMXjtBDkODzJdRy2TzjsK+SURKIk4YVD+RxlxbSErsG8J660eQ1nCq470yociiI9PVy+btD3flXovi8LHIf7j7NpPTu2+Czo97CWuNIiOw6XjbA/C+a8bLLofqq28HcZBit0USekl1YLhzSGlzoOXbIZA6sH2Pd5zy9tw5/fvhP7rG2hXnOfta0ZU1rKZ3D43ht8U4hUWE2FQ4njkMaU9hayzPmORpWOz9KOQ59KqlZRmV4woRx/Egv1ZLbzc1QTShtIz4hL0xrcXrIg8TCol8ww5D2HKlGlcay/Yd10tN9wzfYFl9RH/wGhY0D9It/oyoQkHIdAcoJvWHyjSs+w9/k5Dv2iSlU6Dv1OlrYtcBy2qePQ71j3EuRUpYgch7Yt6FFUEQ5px2Fc4TBdAkQriCsmBYlbi4GktlGUHkA/Dp0SnysqdUtYwq46KSrjGbIy0p3QiOLKdLuh+KhSC7Zto2bFGKIl5UJPiB7JxEFvIdv2SYPY5HTHoUajWby4K9Lv++iV2LV1uLkoxjDiryTXaIKgQpErHNJ0CSowdpJ1Qz3M4rGZSh0TNBbNh3Ld5FIr+rotjSEGfuJS5xyH7Ot6hesz02XmeBRFJ6YFum29HYe2bXOOw6TFDbo40ktvB1y1VDik4oOXat2CTaMsAeSwsA2b5yuLOA4zOUTq+WgDtOOQsm0kmXkfPlGHvS6v1i08d4I1oKgKh7zjMKpwKHYcmpaNx144hY/87V4YxHFY8fT55TIGvvuzM80F0n49h+sT7g+lUEFYJhwCfGdrXzGHvmIOD1m/EOo1HzDf3/z/zcN9KOXjjwtXLyNRpVPieXi/mFKAd9ZOleuom1Zz3/4fjx9j7n/t9PlmNU1LsEzHXNIKE0obSM+IS9M63F6yq3+Tvy9ML5lMOAyKKrXteI7DsG466jhcu33h/6szWFD2VfFxXLXKcZiU4BsW36hSIhz6Og59jqU+keMwRFRpvQxuH6psd5FAmC34x5z6CaBB+DlVKcvWghG0a7POto/kOCQDfuo49HODikiZANEKXDHpsogD5SBxazEQV3B7YO+JWD2AMg6dkgvj05K4UndS9NYr1wvvD0PBEwEUtRuKXljZNlA1rXhRpUm50BNCFrnlF2GaWoRRpVo41Gg0i4cofbYaTRLwjkPnmo9OdHZKUBJRyGUwQhwwr4eIK6Vxa8VcBrkUCaOtpuSzLzuVSuHnOOT6DYd6Uuu+pgv3vI7DqXKdi6lcM5Cw49AnhrYTHedUOAyiboPrwcs2hMNcxlj4nHLCYTr7DQH/bbB2oIThhERwznHYiCp1hZtf+esfNm8DgKxh4Pj5WSXhZs1gQo5Duni/MoOZSh2779+Pux8+gOeOneF+pYKF68CaaTfrTGYqdd+ew6T7QylBHYdeaGxsMZdBKZ/FxAU34AfmdslvsfzA3I4nrKubP29Zmcw8OHVDnp0W79vRWVZQXEG2fX8xhxw5L785Md/ct8+eZH/frs4y+zJxDv1TsGjoEtaE0gaWzohkqZPJ8ifGK+8I10vWS1aAqDoOa/PghB7VzsEobjo/4bDQj9COQz/HVSs6Dl1cwbcZseq+byOc4BsGmXBo28BMUh2HgpVEYaJKqVibyYsdIJSeIcFty/1Xg/n9HUH4OVUp2TzQv5q9beqkQDhUECaCHIc0FjWIlAkQraK/mMMvbh8JfqCAIHFrseAKblFWzO07NorxuWrkHkAZh0/L3clTZfmAOZsxsDaBOB7vhEbUbqhCNsOdhip1C1UiHE4WFLukknShJ0SPZHKgE5MGsckKLgqDOjQ0Go2mSwnTZ6vRxCWfJR2HkqjSNDkOAWDDCnYO4PUxSeeWgLkKew0hi3dfrBRT6TikaSAL+4j2G65Pab8hwMfAel1ftBduZX8x8e3t5yZNg+MwiGqdjyvNN4RDRtSmUaUpjSkFgMFe+Ta4fF0y/YYA7zZ1O+lc4ebFk+wclWnb+MwjzysJN9RxeFrSgxfcccjO/djVGdz10HPNWpUi2P1q2QZq4I9bt5qF9uq5DPXmW35eDyUcknkr93x32zu34q7aZwPFwx+Y23FX7bOwPXLS5qSEQ8WoUuo4XEm2vWEYWE5u++3/8ePmvp0H+zq9hvM6LasievZL4R4fxoTSBtI14tK0ltlz7M800zmIqI5DKq5l8sCHH26Nm25+HJh8nb1tzeUL/58vOQ6qMPg5rqjApdK1FwY3YnX3o8A9Z4DfedX5N4zgGwbqRnOFw/lxwPSenA2gb5X8eXyjSgUT61xUqY/jMEo8rGUCr+3lb69M+5fQxnEc+jlVRYjiSlvRcTiwrjMxuF3Aq+eiZZsHiVuLiWzGQNUMP5CybScSJ2oPoIjzMxWckwwmAXnPoct4iBgpGd4L7KjdUIbB9/yVayZqFruxXlvxzva70BNCFrnViUmD2Aj6TrTjUKPRaDSa+ORz1HHYiG830+s4BPiOOyou+TFbZa8hZCkNixW/jsNOCcRU9PAK128QUXjjinT2GwK845ARDidoTGnyi+D89m0nejwjCYfEPehGlTLnIItcU2bTKxz6dRxelqBwSN2m5ZrJiHIyVISbtQPsdZfUcSha7OmFzL/Nz0ww748Kh05MqXgy48kj5zExL46+XddityEQVjjkHYeAswj6yos3Ynftd/Gp6mfxtHkZLNv5ey3bwNPmZfhU9bPYXftdFHrZY2XLcFLCoWJUKXEcimJilxOR/LkTC7rFrM2+Tg8Wni/xKqJa2TGVhCGMCaUNpGvEpWktM2fZn6nDKQipcDjOP9alMiXuo/O66VZcxL9OVDfdadJvOHQB7zS75uPhntPPccU5DhOKKhWRKzoxn62MjeQch42TK+037FvlPyDyi8MUdRxy5bQzkFqTwsbDuiW03/o0f19tzr+ENo7jMGw3IHUCTr4OTBARPImOw1yxMzG4XcDLZ6IVEfuJW4sN27YxMSfvg5BhGMBwfzFyD6CIw5J+Q5epADE3yt9BoV08UbuhuJXNNQsVIhxms1nne/GtH+LfSKtc6AnRIxMOE+hCaDuiqFLtONRoNBqNJjZ0XGXbTrQddRzSx3WaDcR1FiaqdJY6DrsxjSEGfnGWnRKI6fHlnWin+5bu+zRRKsijSk8SxyF1cSXy+n6Oww7UFYQWDk2LW6ifN1zHoed2ugg9xVGlfh2Hl40kKBySfX/k7EygaOgSJNzwHYcSh3fIqFKzzJoXimDnCrz9hiIOnRTPTSTdHSqCdvqFEg4bAr+7CPpdF6/G49YO/HrtHlxa2YMry3+DSyt78Ou1e/C4tQPvung1lpXY10vMcchFlcqEQ3bf0KhSwP9Y5xyHqMCbkphoFVHEurTv/fiV1nUuhmRpjUqWOlQ47IsrHI45/wZGlUqEHtdNl+sBvvxrC/cPbXJuj8IZIhyufSv/mG23OKKISsZwkOOKE7HSu+JMCVlU6TT54vbrNwQCokoVhEM0ejFFQmwYx2HYEtrbvsYODmn3YhjCdgNSx+HJ59nVa9kC0B+w3QHe+UL7IrOFBeH+8KOODf74U3C+zAznfe/4BHDpzck7WlOMadl45ayP09UHP3FrsTFdqTf7ZsLgbqPbd23C3qPqPYd3+PQG+vUbAgqOw9n4jkO6IhlY6Ia6afsIKnUTM+U6+ks532OklM/Ae81TqVuoWuxz5wzb+Uyu2Mr+8o7/GfjFP4n1d7Qa2SRYVzoORdHY2nGo0Wg0Gk1sRA6zmtkFjsMYUaXUcdiV/c8x8BOXOiUQ+zoOacfh8vTO/3Adh9WFv4O6tFrRwebnOOyEQD6QQFSp23HIHCNdFFU64LPYOVHHIdn3QQt+KQ/sPYGbJDUytG5kqlzHbKXOx4EGRpWy828Fk53bLRjsuTlIODw2Kk6vilLzEhZ6bE/4JCtVauKoUmBhEfR3Dp7Gl548hudeG8eY5+/+8w+9HTdcsRaX//4TzHNsXpnMeZBGlY7OVlA3La73l4sqFTgOV/gIh3NEOMwYNkqooty43a0iSmSOr1mXpj6HZtkG7v6HI3jHT2Zw321XcYvO2026Rlya1jLbKsdhyKhSKvQMEqfV1Jvh3peXkz9mf14ryGfOZJNzXEWJzUwzqsKhX78h4HxJG4KTbL5XvI2yOf6LXRZXGkasjVtCK3pfqoTtBqTC4Wv72J8HN6q5/4LESvf+dsfgppw3xue41Veq+Ilbi42xmWguPXcbRe0BFHHodIBw6NNxCADjLXAcUlS7oej95ZqJChEO3RWuTm+w90200OmeEDKBsCtX1Ysch1o41Gg0Go0mNtmMgQxJgquaVrPr0CVtHYcbYzgOl3zHoY8InB7HobfjkAqH6R0DcsKh13E4QYXDFjgOfa5/OiGQl/JZ3+ON4jgOxVGlxS6NKs1lM1gmEA+XFXNc5HIc6LXtuZlwsYuucCOilM9yMZTCnsOgebFl7DxD0agjjwWxkEaVVu1oTtJ29KCGiSqlDn76mXAXQf/DXbu47bxlVR9OTswzTri+Qhar+pNJxRvsyTPnfdvm3YUAMDqjEFXaJ99fdeRQtdljtNcTV5poFVGEurR91jZUkW9d52JI0jXi0rQWznHo01EnQiQc2naw4zBI6KERjTNngXqICV3LdHrq9twM/PQr7H3VWXF/nTcqlU74jbxNPfItbGxm2hEJhwe/Cfz7f2VvP/1T/25AQxLTKXIbuojiSkWEiYeNUUJbrpkYnanAjtJzGKUbkKx4wvmX2J9VYkqBYKFT1M/VjhjclHPkDHu8qfaLBIlbiw3RwC0I7zZyIzAuXOV/rqQ9gCIOkZWLq8gKtan5oKjS8I7DbSPseS2pCQ26KtNxHLJ/ew6NQT4VDrvA6S6LJO3KVfWivoxceieNNBqNRqPpJqgoWDMtPqo05Y7DN8bnYSlO9M1WSMdhNy6qikHRx3EYRuRJEvqe3OPPtGycnOge4ZC6OZmOQxpV2oI4RT83aacE8jBxpY7jkH2feWHHIbnmTHFUqWnZ4vOnATx+8HRiAoWf21SFIOFmzQA75yXsOfSb28r3OvOIxOzQh4XPRdioUhntiCqlx7Vf8pIsqpRiGAbnQj10agrHibNy88o+GIZ8ziYMhmFwrkNRz+FYzKhSQBBXaiy8TuJVRCHr0h4w39/8/8Q7FyOQrhGXpnXUK7zApxJ76KV3Bfvz3KgzgWn6TCRbNWB+jL2NCj2lQSIa2cD0SbX35PbXffVjwPEn+fuf/gt5f53ruFp1KXv7L/yBmuPKsoA6dX6kfwLXFyocnnvJ2bbjx9nbZ874dwMCEYRDclzIhEN6u2zSPEIJrX38KTz+4xP4yBf3YdvnHsdVn/8eXpslp0m/vwGI3g1IHYeUxITDpSsO+vHyWfY4vv6S1YHOOBVxa7FBB2l+cSeAeBv1F3O4ZK04CmXzcK+0B9BLzbTwCtln79jCfkeFdRzu2LLc9/HXXbwSd75rC3NbUhNXfMehibJJhEOjMcin3ztd4HaTCfHdKRwKLhrzuuNQo9FoNJokoG6vmsBxmDbhcM1ACfnswritWrdwXtFhw0WVdmOMewz8BIaORZWS46tcs/DYC6fwa3/zNOoeYcUwgGePjXXcDSKDOg5Z4ZAVWta1wHEoEySAzl0D+AmH9NqzWre42NFmVKn32s2kwmE6xf+ZSh2779/PxTwCwHS5jrsfPoDd9+/HTCW+08pPNFYhSLihDlmhcChKiXEpLmuYHViTQL+x8DzUcRgkHF69STyX0J6OQ/Zv9e84lEeVUratpcLhNI6dZ40cSfUbunDC4TS/b8+TY3i4T+A47PXfX7Ngj6FeLLxO4lVEbl2aAj8wt+MJ62rmtkQ7FyOQrhGXpnXMnmN/zvf699CJ6COT6HOjwPw4/7xUmJg+Qx5DTpyGwbsOJxXiSsP218nccdQlSF2EMqjzDegK54cvVDisC76AvfhtW5FTz090o0KjalSpTKyNUEJrwMZ//srT2Ht0FHbjV2dt9ni1hceRAWy+Tt2pKqJdwuESdhX68QpxHG4bGcCeO3fgvo9eKRwE/uWH3x4obi1GxmbZSZB3bB3GfR+9EpeuYY/5ZaWcVAC0bRv7j5EFJQ0+eM1G3LR9BNkAMfbouVmma7G/mMM2Uujut9Juvmpyq+323LkDf/DLl3OP3dX4G/fcuQMZspouqQkNOkFRqVuoUMehIXMcpl+06pFMDvR24+dHdBGqHYcajUaj0SRCnoyJ6oKOQ69IlwayGYObHFaNK52rsteWS+3aQiYw5DJGxxZn0nH5/mOjuPvhAzjwGrsQ37aBT3/5+cTElqQpFfioUtOy8e2fnsQJ4hr6vx5IltQiAAAgAElEQVQ7hMdeOJWoCNptjsPVA+w8SU0QVZpXiipNn+PQtGzc9dBzePLIed/HJRWNSBcEiOJR/QgSbtaSTk5hVKlhyOfG3Pm6AjuHwTgOjXDC4ds3DgpvP3xqquWLC+hxPTFfg22LX7NS848q9ULnV352agrHz7Pnjq2JC4fsPjs7zS/CGZ1ViCoNchzaxHHoiSpNvIpIsS7tB+Z23FX7LGwi1flF97YDLRwuFeLGlAKCqNIx3sVYGgJKxEkyfYr9WSSuRek5jNtf50KFJ5EgKII+Llfq/l44KhyqINu2IvGMis9eokaVyuJhmyW06li2gRmwg5AZshLFoMf8h7+cTDdgoHCo+OUVJAymcCCbBqjj8C1rljXz3b/6qV3cqsi3bhwKFLcWI3R118r+Am7aPoJ7/8MVzO3rh3qkAuDR87PSVdg0roliWjYee+EUPv3wAeZ2A8DrY+y5Ycon3oS6DXsLWfQWcrjxCjZ2tpTP4JFP7mz+La2KyqIX1pW6iYpJ+gYg6TjsggUrstitvm50HIrOsV0g3mo0Go1G0w3kyNixKogq7VSEpR+0H+z1sXnJI1mo4NS71KJKJfuyk65S+p7GAuoN0tJDRaGOQ9dx9ukvPw/6Vg+8NpGo4wxIX8chIBcO+wpZ7nrFiSqlHYfOtmGOEZMcHyl0HD5x8HSgaOiSRDQi3fdBIg4lSLihjkMavdtENjfmzlUSM827Ni48nnMc2vK/Yag3jy89dVx433/+xostX1xAU6BMy8ZsVSw0cVGlIYTDQ6emcIwIh5uHExYOB/yjSueqdZSJ+LlC6Dhkb6PbaI5ElfY0okpbVkXUqEuz+vjkx6fNbfhU9bPYXftdzIJfkJxo52IE0jfi0rQG6jjsXx3+OXpIVGl1mhcke4aAIhUOyZeOqJOOcxy+Hvx+YvTX+b4fmWBFUY3M7CbovlNFtG1FjtZEokrZLyqp4zBGCa2XOTtgQnjTu5Jx8eV7+M+YF1XHYVBsoY4q5bAsG6+cZY+3i1cvHL+GYeACQXfJUoRGlQ438uQHSuq5+s8cFbsNAWC2Il9J5V7s3v3wAbxyjt1f05U6vvIs+73h9x6ocOgOLGmnSblmMav1qmSlV3JRpXwkEt0UWVnHYZDLOAXIHIc93Tg5JowqXQTf/xqNRqPRpABRx6E3ZUL0mDSwcQVxHI4pOg7JZHL/kosqFf+9nRQOo7x2GnqoKFQ4PHxqum2OM8A/hrZTXZ4y4XB5X4Hb7xXT4haF5w1BVCntOEzhQu0HQ0Ydxo1GpNfUxVwmsAbGRUW4WasSVQrI577ceU9iXviP147ADRhSjSod6s1josOLC3LZDJYRF68ortSybC76269n9qLV/YzDf7pcx3Mn2NTBdkeV0qjdZaWc0J26vI/dX8P9RWz0dNLOCaJKW15FlMnCMPlj9RO1/4THrR2wJBJd4p2LIUnfiEvTGqjAF7bfEHAEGjo5NvYq+3PP8oiOw43sz0FRpRH663D8KafrkRI1qpSLzEz2hNkRsjlxxGgQom0btuOQCo2yqFLqOPTb7jFKaF2o45Bh6AJHLE8KP9ehclRpgDCYC7faaynwxvg8s2qpmMtgIxEKafG96mTAYoMvonaOp4EediDj5/Z75tio9D6Z41A1XoV9D/IBPB3cDzUy8EUXuN5VedxAu4WOQ67jUDsOO49lAief52//xqeAg9+UR6JrNBqNRqNRgk7e1+p2yxIfkmTD8miLDKkrZKk5DqXCYQfF4ajdVp3uoaLQ6xpVx1NSIqhfVKlsUWGrGZAJh70Fvl+1zkeVugs5mXMQFQ5T5jgs10zs87n+FhE3GpFbFFs3cd9tVwWKh6rCDe84lAiHQVGlZA7y+KmzzcqiIth5DzNbaOaZGYZTZ/KJ67YEioYurV5cQI/tScH7onMZAFDy+T4t5DK4cBW7jeZr7HGxpc1RpTS5StRvCPCOw6n5GiNy0qjS37p2XeuriOpVGOVJ7mZvv6KIxDsXQ5K+EZemNcyQnsEoUaUAL/yMHmV/LkV0HIaNKo3QXwfYQGWav5mLKp3lHyOCi8xM/+StL5bpTHyafFlyMIJtWwgpHHJRpZL9QAVbWVQpELuEFuA7DhnWbFd6bmVkwmG2oC72B7mP/EqilyhHSEzphav6uYjNqJMBi41R6jhs5MlTx+FMpY66YGA6X63j6Vd9hMOq+II2TLyKSxTHYSGbAakxZHoA+E6AZAZwoo7DMuk4zLiOwzoVDtPfr9crWT3fVR2HlWngoVuBH/45f98b+4Gvfsy5XzTO0Gg0Go1GowTtL6yaFjfZmU7HIYkqVew4pIvm+paa4zCFUaVRX7vTPVQUP+EuiCREUP+Ow3RFlQ715rn9XjUXR1TpbKUOSd2dlLjRiHTfl2sW+os57LlzB5b38vtg19Zh3PfRK5WFm7UDio5DaVSp2HH48msLphfacfjzV1yAw5+/Ec/d8z4cvvdGPPLJnXjxzanA9+qllYsL+J5Dfl6XzmVkMwZyAd+nl43IU+kGSjnh/ozDKi6qlN23XAJWv3gfU+FwYr6GgycX9tcsiSp9+5p866uI5sTzYL2GuMbHJfHOxZCk64ymaR1JRJUCQO8KNkZ09BX2/p4hcLOuM0Q4FAlsXFRpgHDY7K8L8w1oiF1w9P0oOw4VIzO7gco08Pe3q3dGcgi2beioUtWOwxDb3S2hDfjbZCW0ADDr5zhc2ybhcHAjkFG8gAkUDnVUKeXlM+yx9pY1/LHLOQ4VJwMWG2OkiNp1HPYWsshmDCZ+Y6ZSx1BvAaZl44mDp/Hg3hPYe9R/taMsqjRsvAoQ1HEodhwahoFSLsuspCvXTQw2oknoxFViUaV5GlVqYr5uAJ5rrqwtcxx2gXAoWVXcG2NCo61Yptp35NHvO4+77Wvd33ms0Wg0Gk0HEEWVco7DFAqHUa8VqOOwr5sWVSVALpvhriGAdHUcquKKLcX+dIwB47j6XBE0ziJJv6jSTjlrZcLhir4Cdx1arVucCJhvJMAw124pjyrtK+ZgGAglHsaNRqT7vty4ts5mDK5j799/573YFLInj0aVjs5WxcdrUMchmYM8fvIMAGeOrwCyX3MlFHPZ5uc7jpOzFe4xemyLFlHThQ0q57ptIwPA8+L5+S0r+2DQ+f+Y8FGl7PwTjSqVOQ4HevLMcW9aNiM6ztN5XmoMagVz4oXwfT6Ow5Z1LoYgfSMuTWugUaVJOQ5pVGlpCCgNsrfNsxnIQqFncAP789Qb/u8jQn8dNl8r/uJQdbpROMdhl0aVqk6I+kG3rWUCUyf5x/3gC/I4Ny6qVOLa4ByHAYJto4QWH3wA2HwdsBAwAGy+DtVb9+DOuriEFgiIKk1cOFwvvl01phQIFg51VCkHdRxevIZfYEBXES9Vx+HYjDiq1DAMLCMXF1PzdaaXMEg0BMRRpVEG5c7r+0SVzoodh4D8QgdAyyau6MVDuWahTE6TmWZUKT0Hpl84lEWVypyIqePQP6l/Rx79PnD40da+H41Go9FoFinijsP0R5VuJOkkJyfKwvQNCu047FT3WycRuQ67Maq00z1UFNpxGIa4jjMAKPlsx9R1HPYWOBFFJBy61RG+HYcpcxyW8lns3OKzgF9A3GhEroaj4XSrmRbmyGKJVcvCL2xfVspzzsSzUwLXVoBwaPmYF3qI45Amd3XCyenHEHH+iToOqWirLBxKSLrfEOCjSs9NV2B5FpbIErAo2YyBIcnnHQDmSFSpsg4QB2roaiCLKm1556Ii6RtxaVpDYo5D8oUzfpz9uUcQVUoRCWxUMJkfD3b+heyvw45PiG+PGlXKdRx2qeMwzISoDO+2dePcDv0j/7jTP5XHudEIW9mJO0zHoUsmC1z2AWD3o8A9Z4DfedX5d/ejKGz/D9ixRS6k+0aVtstxmKRwqKNKOY4Qx+FFqxUch0uw49C2bX6g1rcw4KJxpeNz1dC9hHTVNRBtUA404j5rYgcjdRx6IzZE0Sre5/TSKsfhdLmGOtj3kWk6DsnAMpd+4VC24rlrJsee/VK4x+//u9a8D41Go9FoFjlcz1iXOA5X9hcYoca0bHnvlgfaOydLaVjMiCItk+oRj0LU8X2ne6gocYTDJETQTMaQbstOLR4ME1VaE0aVOtdjBd+o0nQ5DgHg9pBRh3GjEelnumpasCybE7PyWSPycUpdhydGBfOHPh2HM5U6vv0SOyfZbyycs/M2ifokz+U6OcPQysUF9NgWC4fUcRi87beNCFL7GmwO6RRVYbivwESG1i2bqZkZ5ToO5cIzjSv1MkeiStviOJwVL4bvE0SVfvQdF7S+c1GR9I24NK2Bdhyq9qVRqHBIV9f0LAdKAcKhSGAr9Dq/6yWo5zBEfx22Xg9ceov4vqhRpVRg7NaOw7ATohTvtg0b5+Z1HtJORFlUKb097HbPFYG+lczqI7+BlDSqtDgYTtBTIQnhMK+jSsNgWTZeOUujSvnBEe04PDtdkYpSi5W5qskJZ8v7FgaoAz3soOZfD58N3UsochxGGZS7TEtW9E2QjsMhxnFIhUOP47BVUaVk0D4xV4NJhmiG3XjtLowqlToOu2FyrFYGjj8V7neOPwXU/bsKNBqNRqPR8ORz7KCvUrNQJzGW+RQ6Dg3D4BYaqiSUUPfNUosqBcTCYTdGlXa6h4oSp+MwKRFU1mHZMcehpI9tRV+B61et1C1OBFxwHPpFlabvM3zD5Wtx3cUrlR6bRDSiaL9X6hYnZg325CNFXZqWjRxxYd323/fjI1/ch8deOLUQfSxxHFrFAdz10HM4PMZ+t/Rh4ZxNOw7pc3XCyekH13E4xwuHZdJxSBcvixjuL3LxoS5bWuA4zGQMrCK9hd7vUrqQfYUkqhTgXZhe5mwyb6qqA8QhhOOwJ59tfeeiIukbcWlaQ6uiSimlIXGPoBeZ0DNA4kq9XYoi3P66IPFw6/XO42QdcVGjSjnHYRdGlUaZEPVCt22cODcuqlQmHCa/3f0GUjMyx+HaK/g+z7gskwmHIS5CgoRBHVUKwBlsPvbCKdx639NMn51hAAffnOR6NgZ78hggq8PenFhacaW0iHpZMccMfKnj8J9fPIWwiITDKINyl6myOK50nAiHXgGUTha0I6qUxqNOzvOOQ8O9KO3CqNJSPiM8XfZ2w+RYdQbh+pThPF4Wt63RaDQajUYKjSoVpVGk0XEIROs5pGPfpSgcioS6TgqHUV47DT1UlDiuzaREUJl4mT7HYYHb71XT4kTAnCGKKqWOw/R9hrMZA/fddlWgeJhUNGIum+GEvXLN5ITDAZ8oSRluFcrh0/y11t6jo7j74QPYff9+x80tmRv7yTkTTx45z5kEvI7DIqhwyC/Qb7eT0w+6LdUch8HnCNOysbJfvB1PTsxz82ZxMS2b+yx+4K9+2BSFz1PHoSSqFAjpOJQZV5JE1nFo8MLhK+cE76dWBmbP8wlULSadIy5NstSrQHmCvS1yVOkK//tVokplQg/tOZwMcBwCC/11G67h79t8ndNrd9vX/MVMLqp0CTkOI02IArhgp3jbxolz46JKJSdubtI8/nZ3B1Ijg/xgQOo4TDqmFACWSZzAT/+lvBuSks35D1Z1VCnTu/f86+y50baBzzzy/MJg00OUnsNyzcTozOJwJ3Kru8ggjQqHL58JP/iarYodgmEH5S6ynkMaVerrOPSIhZxw2CLH4eR8DRYdoll1JwrHJsdSFwiHhmGgVzBx0NcNjsNCPxa6cVUxghdRaTQajUaj4eCEQ8GiMuoMSgv0WuH4+eAFyXTs2xVjo4QpihyHHe04DPfaaemhomQyBrc4UYUkRVCpcBjDDRkHecdhHoUsidcUdBzmRY5Dk3Ycpi+qFAD6iznsuXMH7vvoldi1dbi5qNMwgF1bh3HfR69MNBqRW4xb54VD2f6QYVq2UhXKk0fO466HnoMlcRx+9xVnTpHO9XmdX7xwyD9Xu52cfih1HFLHYYD70Z03+9mpKeH9f/LES8J5s6i4r/eaoBbIFYUPvDbO3C4TNQFgucSNaBjAPBEOrZR1HDZT0SzTmQveczPwh2uBL1zo/Fud4WOSW0T6lkJokocenLke3mWniorjMEiplwk9g6TnMCiq1CWTBUySP/3hR4BLf1Ht97mo0iXUcdicEA0pHt7xj/wXZ5w4t1xR4PyUOQ7J/klou/cXc9i4vJfropAKh2uuSOR1m1Smga/eKb7v9E+cbkjX4Rk0IZ0rybffEhcOww4299y5oxkRsHF5Lw6eXBg0yXoOTcvGEwdP48G9J7Dv2Chs2xmc7NwyjNt3bcINl69NTexAGMZm2dVdNBaCRpVGoVyzUDct5MhkgTsoDxt9OqUYVbqcEQ5DOA4TEg5FjsN+mwqHpnhhS1CvaUroLeY414Cs+zBV5EvA5muB40+q/87ma6XROBqNRqPRaORQwYgKa4VsJlK0XasxLZubPP3rf3sVz782IR3/m5bNRcctRcehSNxKm+Owr5DlxrG7tg7jjl2b8P4UX9v15LPMMbayv4DzM1Xp45MWQWX7ll7rtQu5cMg7DmsmH1WadYVD799FHYcpjCp1yWYM3LR9BDdtH0GlbmKmXEd/KdeS+MxSnv3MlGsWt6g3rHD4xMHTyvMBTx45j1NvsbFecN+PTjvnapou1ucjHNYzBU5AcQ0IQfNL7VhcoNZxSIVD+ecwzrxZFFRfb7bCnof9okqXS6JKt60dQPU8O4dSm5+hHsTkkXUcgq84eXNiHvPTE+j5xm5Bqp/tzA1ZbYhXhXYcLg24fsPV0SMWg4RDJcehLKqUnNIn31B/X+Mn2J+HL1L/Xc7ppigccs63LowqdSdEw7D5OvGEaNw4NyqGyaJKW7TdbdvGodPsSpoMLLzVeFX8C3Ojag5AFeJ0Q4rwExKW+GR22MHmdw6ebv6sEj/kdTPuPeqIhoDjZOSiM7qMUXKROUyFw1IyqyvnBO5Md1B+8Wr/RS90cKjqOPT+nl/HYZR4DxVEjkOTRJXCqvOxFLme5COTWwTtM8xljNRGjXFc8/Fwj9/xida8D41Go9FoFjnUTThHJgnT6DZ0x/9fP8AvfPYb/4uSNno65MTqJCWBaEGdp+1END6louGB33sfHvnkTty0fSS1oiHAH0+9gm7BVjnOALHjsJOu2lI+KxSGl/cVUCDnlmqdjyp1HYfMMUI7DlPqOKQUc1kM9xdb1rknuqaO6zh8cO+J4Ad5OHxeLJJPNwTDOS6q1NtxyP5u2Ra/13Y7OWWoCYdkLsPHkRxn3iwKYV7Pi19U6ZAkqvStGwaRL7HzSrVy56JKewVRpYZtwfzKbepVYC0kvUshNMlBHYdRY0oBBeFwOVCe9H+MTOihUaWqjsPyJB/FOnSB2u8CvHCoGlXaIudb27nm4+GcFLIJ0UjuRU+cm6qA26JuyZOTZUx73El9mMd9+T/Du7MviH/he78PHP03NQdgEFG6IS/7gPwxfsLhEncchh1sPrD3BG7aPgIgOKq03auy2g3tOBzuY0Vomqu/dqCE/5+9N4+To7rPfp/qfdPs2iWkEQgQIEKEJSRsQXAIWI55CRcbX8wm2YYYYie8vq8T745j+8a+b4KX61wRwEYWYIO3OBizmZgYYUYIEIssJCEYjfZtRrN19/RWXfePmpqp8zunqquq95nz/Xz4iO7q7uruqe4+dZ7zPM+xEff566lsQShCJsIBXHx6F/aeYAd1hpvz5jWL8NgbR/GbHZPdiqKOQ7WocdczUaXk5Mkc6ZFTna/ScwN9nKF0Hl1UONQEjsMmiCk1oBMVsZC/IR0DQpZdpTu+nXxPL7kMOPuq6j8niUQikUimIHzHIXEc1tGJJqKc8T8VRWMhf8PFXdYC0eR1Pf/OiqIgHPBx7hyD+W1RdMSbYzEuFW9oBODdN67AZWfPqp54JHhckXhZS1qjQZwcZR0+7bEg33FY4B2HAejfR0y8Lo0LbMCOw3pAP9fZQhHDae/CYSavYus+sWPLikOjKugpNQAkoZ9DJzV23szOcRiOWs/31tLJaYU3x6H18ytn3swLbvdn0GHTY2jlRly+oBV7D7QAJulCrYVwaBFVGhdElV7pewmJwy7m6atIY426JNUheYK9HK+icBhpLS2iOHYcOhQOqdswMUd30jnFa1RpFbr26oIxIeoEuwlRT+5FU5wbF1XKlx1D0/huyQoJtrtMEZQ+FO1FQwOnDsBSlNMNKcLOVTiNhUMvg82t+wYmVmZRx+EhcuJV61VZtaZ0xyF7krSo09tnk8ZPmKGu4K/+j3Ow+2vvm1jx28o5DvmV3MNj+QknKKAP9M3PnYsqLdQiqpQdtI/lVXHHYZ70ajbR7w51HDZFTKmBz68vEin1W2nESfvk8FoikUgkEi8EydiKdhzW04kmopzxP9dvOA1jSgGxuFSpxXlesRvjnznbY+1PHbDqGDR41+KOqoobIlE4Hq7fOYBa1OAXLFz86P0v4Z2T7DxTTuU7DgOijkPqOPQ3h+Ow2tDPdbmOw1S2wJzDO8HKJXjWIn3uOQUSVWpyfoVAfntCzhbsVtvJaUVblJ2bcdZxKP6eK3fezC1e9gcAbdGgZeyxWtTQe1IsBo6M5RGJs7qFRg0q1cAiqtToODTPSd3k/231n49DGmvUJakOKSIcJmZ6f6xoh/W2UEL/kSwVVWrpOBRElTr5ZRgiwmH7otL3MePZcVgd51vNqeSEaDlxbqKoUvr3L2QBjaz8q1BU6W6TIHGl76XSoqGB4QD0SjndkFbYuZCmcVSpl8GmpgHJcSdqKcehl1VZzUTJqFIy8J8RCTguCzdDJ4gMNE1jBH4AWNXdyQzKqVNR5DgcJP2GbdEg43yjgpZtx6G/MicEokF7gRMOVaBAhcPm6DdUixrSZHLs+EgW19+zFY/vOAq16Dbmug6EZwA3/gK4brMe2Q3jmFH0y9dt1reX60CXSCQSiWQaEySOOxoR2WiOw3LG/3TMW88Ix3oi7MGrs0BsN+l/5uzmGevZLdRrjwW587lKIxIu6+U4NCKFRYk4W/edwn+8yhoXcgWNEwED0M8FbYVD6TgEIFiMW6ZwGA8HXDd05CB+/GvXnA0ASNKoUpiiSkFiTht8Hk3kOCySc2yntSvlzpu5xcv+AKDNosPQ+Kzfu2WfcPu3ntyDN0+yz1VxqgN4pZAFsuJ0RkOwvuxs3eQVRg6rfbuq+3xc0FijLkl1oI7DxGzvjxUIWQuDkbbxfz12HM6Yh8mJOOjOMhpBKoI6DtvKFA4LGWcOMup8ayLnB0elJkTLcS/Sv4Om8uIY/TL3BfRjsgLsOjrpcHS9uqOUA9COcrshRUjHoRAvg01FARLjK3/mt7GC7EAqN3HCX+tVWfXgVIr9PNLoB160K2DjjReWFA9p3r+VcHhocAyjpm0hvw+nz2RX/LZE2ccSdRwOUeGQDDjpREHGtDKPxntUy3EIAAVhxyEVDhs/qtQYuJu/Yw2arvfT59djotc/BnzxOPCZd/R/14/HR/um54SfRCKRSCSVgosqJeODegtKZsod/9OUjXpHONYL0Ti43gKxneNxaTMJhzaOw6WzZlS9NkDYcVgHx6HTSGEzQsehon8fMcenjCoVIjqnpsIhXXhsRyTox+ruEgl4hNntrfyVgSiuWL4Qa5d2ISWMKtXn5sIK+bva1QE1ADMi7FyXpoGZOwGcR5WWO2/mFi/7A4CuBD/v6fSzfoCYEf1qlYXDtPVYIQZ9nu3Pl+laTRwZ+JTGWVjdOKMuSfXgokrLcBwCQMzCdRgdFw6DMUCxGgwo1l+4gRAvajqJKy3XcRgQTLw6iSvlHIdNLBwClZkQLce9GAjzRdI58m1O/y4VchsCkxGInlZ3lHIA2jHRDekGxV7ElR2HQrwMNlebHG3xcIBblXl4SBdyar0qqx7QjkMqHM6I8KKdURb+3Q9fwD3eqsUd2HjDCpw7j11sQleWG7x5lHUbnjErwU0qiMRLymCKPQmgr0NU5G5AOw4rNakhmpxQRY7DPFkh2+ALVtz2/jSF89AgEAbiXQ2/+lQikUgkkmaCRpXSHsB6C0pmyh3/0zQGuphuuiAaB9f772wnHDZXVKmdAFr91xERvI/1EMjdRAob5Aoq5zgMTkSVms4XZVSpEHrsZQvlOQ4B4KY17uZ6z18sqOkKz4Dfp2DjjRfigjMWMJuCijrRbUg7Dhv5nE8tanhy5zH4iPq2/ofbmHQfTji0+H4od97MLV72BwAzZ/B/E6efdSoaB1XeiVxRLPoNAd1x2BYL4sJF7fpNEUFRa5y+48YZdUmqBz1AE2V0HALWPYdR/SCHoli7DkNx2C4loHGlIw6Ew3Idhz4fP/nqxKbMdRw2aVSpiHImRMtxL1LXIXXVUeGwQmLtWE5FX7/+2N5Wd5RwANpRbjekCDvhsIEHPLXA7WDzZnJ72nN4cLznsNarsuoB7TjsjLPHEl0xODo+KeL3KVjZzS44iYX8+Okn1mDd8rmOHYdvkpjSc+bxvzP0OYgch1xUaYwKhzRWZXKAzUeVVkg4FAzaeeGwwP/uNPjKx6ne+ymRSCQSiaSyUMchTSSot6BkptzxP31tsTp2v9UToeOwQnUAXrE7zs6Y1UzCoZ3jsAbCochxWIdIXreRwsD4eR9xD/odRZVK4RAQL8YtVzi88tw5jqtQ1i7twpnzBaaZ8XnIRDiA+z76HqgK+zeOIYM1SzrR3UbmaRr0vNtI97njoe3cItxXDw4x6T7ZvLOoUqD8eTO3uN0fAHQmeFOE08/6GNi5rLCWAYpFi1tXgJT1nEgMGSzujGNeawSxkB9ZhLC1uKx6z8UljTPqklQPznFYJeEwYrKBW7mhSrkjWgQ9h6Uo13EI8M/LkeOwOiLWlMCre5EeN/Q9rlI87FvHR2H8xnpb3VHCAViKcrohRdg6Dqf3QNbtYPPKc+cw1y2w6Dms9aqsesA5DhP2HYdm0c7OrRijwmHOQjgkjsNz5gqEQ98h7+cAACAASURBVOp6FHQcDqXZ69pJVCl3klOw6TisVFSp4DhQNRpVqgqiShv7d2eq935KJBKJRCKpLCE/ex5GXXlUWKwn5Y7/0yRlIz5No0rDTRRVurAj2lSRsrZRpTWIXBU5HqM1fv+8RAoD4+4sH3Uc6t9HzOviokqb5/y+mvDCYZFb1OtWODScgqXmc9Yu7cL3P7ICfzzBp4L1jvomXHh+n4IiMYCsWRDGT25bjRl+MifRgAvw3ab7jOWdRZUC5c+bucXN/gw6yEJ2N5/1NARzptXsObSJKo0jg8WdMSiKMlHF84D6F9V7Li5pnFGXpHokj7OXq+Y4bJv8/7AgSxooLa61slbxko5DTQOGDrDXuXUcArzTzYlwOJUdh5XEjXsxRFa9cVGl1YmH3WUSJDyt7ijlACxFOd2QImw7DhtvwFNL3Aw2N954IXw+dvLCynEI1H5VVi3J5FVucoPGtlLRbjRbmFj1xrsVJ++bIKura+04bKeOwwB1HE6+br4XoHqOQ2HHYYEKh4258hGYHr2fEolEIpFIKgvvOCRRpQ0kHALljf/pmLce3W+NgEhcqr9wKP5bnDmrefoNASBq4+6bLo5DL5HCgJ5KBT/pOBRGlZLzzWm+UNugGlGlACaqUDbesIKrHFnSFcfGG1bg+x9ZgU/+eDvu33qEu/+xTJBx4eX87JzirPD4c6RVRA3oOHSb7rP3BJuSZjeXUe68mVuc7s9MF1nI7uazXoQPWY09/jQnOoBXbKJKY0oWi7t0PcFwtD9VXInn1OXVez4uaKxRl6TyFHJAZoi9rlrCYcQkHFpFlZYS1zjHYQnhMHWSFfAUP/8YTqDCoZOVBlOt47AR4ARcIhxWSazdfYz9AX0YV7h7gFIOwFKU0w0pIijo7TRowJVStSYRDuDem98F0dhmzZJObLxhBTZtWCXsGVnYLnYcArVflVVLqPAXC/m5E8F4KMC9p0aHy6kUO/A2D/Lp6mo6QQQAw2P5iT5Jg2VzRI5DBx2HxHHIR5WyrytrE1VaKeFQ6DikQzStuRyH06H3UyKRSCQSSWWhwiHnOGygqFKgvPF/iox5m8nJVklEIl29hUOr/dfCpVdJrByHrdGgsB+s0oiEQ5o2U228RAoDgKppXFSpIRwyx4cqo0pF0M91MqsiRRYit8W8vVd+n4J1y+dy8ykfetdCXHHuHHzyx9uxZW8/suAffxT6+bPhwsv52PPpjuD4vEeBdN414Dya23QfuhDbquPQwCzSrlnSOfE5UpTS82ZeoPsrBa3OcftZT5O40mRqxOKWFcAmqjQ+HlUKTAqHRfhwe/5O7Im/q3rPySHTc2QynaCqdiDKu7rcEusQX290HAJA2Eo4tBE0AL7jkLoJKbTfsHUBtyrIEW6jSjVNIGI17gRu0xAmx2aWOg6rEw9LIxD7F1yB5w79Fy7x7yh9ZycOQCcY3ZC7HwO23Qv0PQ9Ag94N+R5dnDz7A86iL6wGNYpPRmeMc2RoDOYI+HjIj1e+dDkiQfvvD85xODj5PWCskioVF+FlVVYmryKVLSAeDth2VVSLU0nrqFEDn0/BjEiQWUk4ksmjNRbEqRSJB7WJKk0LHIe7yGd0flsUrYITjZYoiSoVOA6HOMdhiahSk+Mwp1YnqtRzx2Gp39Q6Ygzc3YiHzdb7KZFIJBKJpLJQYZAmXjSa47Cc8T8VRSs1+dpsiByH4Tr/na0WB545u3n6DQFxDCyguw0VL2qa2/0L3sdaOw6NSOGeXndJKHlV40TAScehTcehl/nIKQg9vz05ygpxQb9iG6XrBCo8Do3lGBeeSDhMYvL8ecvefgy1hWGayUaH3xAOG9tx6CXd58Qo+5qc1OYYIu265XORLahIZgpIRAJVq9wx7++nLx/E3//8Dcvb0jkpt5/1FCJox+Sc89DQEGZUa22/neNwPKoUwERUqf78ovhfoS/hl6teQfDZf2Lv5PPXLE1OfqNNdVKk3zAxE56W25hxFFVqsRLLTugpqsDAO+x1B14ANn1A74BbdhUvelSi3xBwH1WaH4Mu6tg8hsQ9paJK6aR5Bd5zTdOwm4gSq06fidv33YmN+I69eOjUAegUoxvynKv1gUp2VP8suV3dZDWomeYxpWb29bOf8SUzEyVFQwBYSDoOD55KI5NXJ8SmRDiAH96yEsu+/CQKpJw6FvLjXz/0J7ji3DnwOxAN1aKGp3YewwM9+7F13wA0Tf/6Xt3diZvWLMKVDh+nEgwQxyCNKTVoiQYY4XB4LI+F4B2HtlGlgo5DJzGlAO84zBaKzN8H4KNKecchiSodj85UixpXOF4x4VDoOBRElVLHYYOdwJjxcpLebL2fEolEIpFIKgvtOOS2B2oz9nWD4ZJ4eucx/OiFPmzdd4rZ/v9cuxzXXriQG7fTMW9sukaVNpHj8Mwp4jhcWiMBtBEch4AeKexeOCzyUaWKg6hSn5xmB/jP9fERdj6gNRosW7xuI1Gnw+k848LLiRyHGrvw9kQ2iG7z8wqMP88Gdxx6jeA14zY9KRzwI5yo3e/Un50503Y7jSoF3H3Wx7QwYDoEh4aGsNDVM3SBTcdhQClicZv+vi7pYue4dxxN4RPHU/iB+aUuWFm+IcwFjbVcS1J5kkQ4jJcZUwpUJ6o0Owo8eC3wu6/x2/q2AD+7Rd+eZSMlMdjHXvbSbwi4jyql231BmWVeCTjhkAi4NB62jKhStajh8R1Hce3GF5g4QwVAQdWQQhTr8/+AT+TuxOuB8zH5i6IAi9cC123WHYJWInm5uOmG5O5rISYExGLPdIQKh91dzo6luS3sezuSKeDsLz2J6+/ZOlGy3Z/KcqKhwfvOcyb2JbMFrL9/G+54aDt6egcmBoWaBvT0DjC5/LXgVKq04xAQRYXmLe4/eVzTWCYa2wQAfzwyzFw+Z674NyYS9HMn+qMk+nKIRJVSxyFdmZsZjyqlMaVA5Va9+30KgmSirCAaonHfgY3tdJ/KvZ8SiUQikUgqD40qpTSa49DAcEk8/NdrMK+VPV9YNrdVOP6nY14a3z9dEIlL9RYORRPqisK6QZqBqEUU4dIadTU2Qsch4C5S2CBXKHKOw6AwqpQKh3JeEOD/9sdHWCGuxUO/IYU6DgdSOcaFRzvsANZxCACnCuy8Rqsvo8fPamROosEW4XuN4DVTKqq03sxqidi6vDsT/N/EzWc952N/q0dHhy1uWQFsHIcA0ObPI5kt4KuP7eS2dSrsIvpCrAK6jgsa+yiRlA8VDhOzy39MR45DC+FQ5DgsqsAjNwG9z9rvt/dZ/XZF0xd4pRyHbqNKqxSZOe3hokqJUJyvzPtuFmW2H2A7QDUA33/2bQB6rvSTxVX4m+BXgS8eBz7zjv7v+sd0V2Cjxn5aOg6lcGjQ60E4TGYL+OsHXxFuM4t5bx1PCm+Tzqk4mcwKt5lRi1rJuCNgMpefuuCqARX+RIM0QCAcjumi3QCJOmUdh1Q41O9jiPvX37MVv9zO9t2O5VXL120lXhpQx2E7jbgIiKNKqXDoU4BABSevqNOOcxwCQI58JwYb13EITO3eT4lEIpFIJJWnlHBYansjMK+NnZg+MjwmvF2KLACMT9OoUpFIV2+BWJSAcVpHDNE6iF7lYPV8a+c45P+O9ejyNCKF3YiHunDIdxwGfAq7EKBIBSYpHAL8317kOCyX1ih7Hn8qlWNceMKoUuI4TBEhcYYvC6iCOZsGcxwa6T5uoO95MyT9vOcMsevQp/COU8D5Z33t0i6Eouz3YLKqwqH93J6aHcXtD76CP7zNOxO7wD6v3x9WaP5hVWn8UZekPERRpeVi6Tg0JUNbOg4FQs+uX5cWDQ16n9U74Axox2HbYmePQ6EClJ1wWFT152wmM6xHqu78FT9wkDinVFRpBdw2TkUZMyNj+fIcgLXG6jk22CqpcsnkVQwks0wHnVP2naRRpfbCoRsx7xu/edNy+/6BEm5mgMnlL8WWvf14eucxy+3lvEdm+m2EPzO0Y3B0XLSzE+voJEkyW+Acl5R7nuu1dFza9RxqmoZB4jikKxW5qNLx9y6rko6dCq+EpvvlOg4BfjFFgzsO3Qzc3fZ+SiQSiUQimXqUdBzW2YnmhLlEODw6JBYOaX9jPZxYjUAjOg5F+6+VS6+SiN5boIaOQ4EwEa9TJK8RKbzxhhVYs6Rzwq2lKMCaJZ34p/9xLnN7PaqUPU/0Q+WFbi6qdHp+jin02KPVJ5UQDmlyUDJTYFx4WfBzFtRxmNLYObKEkuH7DX3Bhvy7uk33mUkWf7uNKq0HF58u1h/8PgVP7jwmXExe6rO+8YYV2LRhFRRiXBlLjXKPVTFIVKmqsfMef3hzv+UcYBdxHP5xOISCyqdhVYvpuaRpOpEkdtiKRJVaTAA6chwKJudfus/d/rfdq7u9gAp2HBLByiqqNDtq7Y7s26L/Z/TeVSvCcipTMqqUOg7dR5W6EWUMRrMFFItaw01qZ/IqUtkC4uEAOzCbwlGller9cxtV6ua4sXIcAkBffworF3fY3t+cy++EzT37sW753InL1ehGpB2FzqNKxx2HNlGndJIklSu4clxu2rCKeT1WzwHQnYrUOdgW5Uu1zVhFlVZ6JTTvOHQiHEb52zQY5t6fzYJj8uY1ixz3fkokEolEIpnalOowbA7HIXsudmQ4I7wdXQBXj+63RkDkSquncKgWNRwRiL27jo7g8R1Ha9ozXw5qUcNO0hMPAH5FwSv7T+F9582t6utQixreODTEXf+tJ3ZjNFOoy/toRAqvWz4X2YKKZKaARCSAcMCPI0Nj+PKjkzGBIsdhECpXayGjSsXQzzXt46uEcNgWY8/jRzJ5rO7uRE/vAHwoYrXCL+i+2f80BrQWPFVciSJ8yPnZhbixYhp481fsnYp53Siy8uPAsqsaRkQ00n2czFOtXdqF4TH2WG10x2EyW8AP/tAr3JZXNdzx0PaJBcg0xcrus27gI/PJ2RT/fVkRClkgyz72UXRiASb/bj/v2Q1ggfDuXQrrODyptSJXKNZsPDQ9RybTieRx9nKiAsJhtA163xv55o+aHIdWwiF1R+QzQN/z7vbf97z+wfMFgOFD7DavHYdOokrdRqre+IuG+UFpGrioUiLA0KhSD24bt6IMoA9yRrOFigxuysWRKGQVX9jkUaXJrFhQMnr/enoHLAcOZlLZAo6RjP3FJYRDL8eNiFKOw0xeZXL5nbB13wCyBRXhgL9i7xHFccdhlEaVijsOO20chydGsvjjYWeDNsNxaRZOrZ4DAM5tmAgHuIkJKhxmC+OOQyIccieNZcKv+FNQ0HwIKKb90u/EQOMLh4CzgbtEIpFIJBJJqYmwZnBIzGslUaWWjkNWOEzUyYlVT9Sihpf3D3LXf/2xN3HHZWfUXFyyOpcCgMNDY7YT1Y2E3etQNQ1/8+NXsXbpwaq9Drv9//HISEO8j+GAH+HE5GeOnhNmBY7DAAoCx6GMKhVR6jyvMsIh+xiD6Ry+9IFz8EbvIWwMfgeX+Hdw9znTdxgbQ9/Fc+py3J6/E1lfjJnanrn/18Cb9/A7a0CjiJHuU2rRtfFZ++DGF5jrG7nj0Ej86nnnlO3trBaTm6GfdYNAhJ1/zmesDQBlQWJK01oY/VoLFiiT1w8MDsJKOOwEOzc2oLVALWrQqBpfJRr3KJFUBlrAWQnhEBA7vR65aTKq0yqqlIsETYITIEui6a6LkcNA0TTYDkS9vz76vESOw3IiVSXO4ByHxF1Do0pdOg69iDIGI2R1Tj2g8Y3G74QhChkdexlBCTSAphYOK9n71zfACtBdiTDnUjNTznFD2Tdg35+ayha41Xil0DQ9lqOa3YjUMdiZEB9LMyIkJjSTR0EtYogIdh0Js3DIDuJorGkpNhNRt0XwHCYem7wOerIBiKJKa+Q4FAiRXM8hjW9uAschJRzwozMRlqKhRCKRSCQSjoBvCnYcWgiHqSwrONSj+62eGOe233xiN7fNEJesqgmqQSP2zHuh3q+j3vv3ChUOc4UiNIU9XwkqTqJKp9fn2AqRk9hMZToO2cfI5Iu49IwOPNz6b0LR0Mwl/h14uPXfkCRRpaHUUfudGkaRBqmoMsdyLpvDipnxsH8iljMRDvALoRt4IU4l63usCJKOw/yY/VydV9QkWyE3oLUgrbFmjzjEyQQA7zjs11oBuFdSvNK4R4mkPIqqLuIdfpm9/rl/Ka+HLzsKPHgtP3kJAPufB352i77d6scySISeUAK6e9ENir66g+s3PA1MoLUb6PMSOQ69RKpK3EGFQPp3oIKuS8ehF1HGwCw+1AM3A/B7e46INzZDP6MFlRw49LrsNyznuKHsLyEcxsMB119jigIkIoGqDq54x6H4WOJiQscKGCKie9CvYIZpZSl1HOZVd2+24biceA6c43BysoEKmO0xXgClXRxGxyEVDis90BY9XoEO05owqlQikUgkEonEKaWiSuvdfeeEua3shOBRi6jSFHEcxqeRcNiI4lItJqprQb1fR7337xXRolBVIfGHKPLfQVxU6fT5HNsh6rc0UwnhMBL0cwJlfuejWJ7d7uj+y7PbMbdw2P2OG8woYqT7fP2a5cz181qjWLd8MpI4m2d1gEZeyOulvsctkTgrtBZFOkAFeOXNvczlAcxACuw4IQbSq2mik3QcDkA3atXKi9/4oy6Jewxx72e3AHmyuu3YG5PiHp2ALIWbqM7//mfxNursC0aAxe9x9zwWv0cXQCrVbwg4EKzKiFSVOIfa/WksH9dx6E449CLKGNA88FrjZgD+6lGL1SpN7Dis5MCB9hsuKRFTWs5xQ9nfn7aNFIgE/VjdLS6AtmJ1dyfCAX9VB1enktZRo2Y40S6T50TH9lgIiukNLXd1teG4nHgOXMehOarUieOQHUAXihoKahE5UkBd6YkrkXDI9RxK4VAikUgkEskUppSjsBkch/OJ4/D4SAYFMo4EgDRxHNIUjqlMI4pLtZiorgX1fh313r9XRMJhnqS/6FGl5HNKHYcyqhRA6VoPOm/glbYoOy8R3P5DV/e/SNnlbccNaBSJhdj3PJ1jf2OaxXFYTn2PG6JxNilRyae5xeKV4KWdbzGXB7RWpIlwGFfEc7h+qOgAOwfUr7XC71OYObVq0phHicQ7bnv43DgP3UR1HnpJfD119gF6wawbLrxF/5dzHJYjHJaIKi0nUlXiHE7ApR2H1HHoLqrUiyhjYHYt1QM3A/AsplZUaaUHDlQ47C4hHJZz3CTCAZij1kezBU5Io9y0xt132c1rFlV1cJUtqBglEUGWHYc0JnQsj4GkfT9iPFTeJInhuJx4DlH+ORgMpXkRkyIaQGcKRT6qtMIDbSpYAlMzqlQikUgkEonEilLCYDM4DttiQcYFU9SA46PsguJcgV+URlM4pjKNJi7VaqK62tT7ddR7/+Xg8ykIkI60gkaiSiGKKiXP3SeFQ6A2UaUAuxA4jBxiR3pc3f9M3yFvO25AowgVDsfyJYTDBu04LKe+xw1hElUaRwYDqcr+TTN5FYP9bCLcKW0GUiQiN2YRVdqOJHzK5JuR1QIYQaymY6HGPEokYvIZvVQzb519W9UePrdRnSJEDrFlV+kFs075xa3Apg/wDsByHIelokrLiVSVOIfrOKSOw/I6DgH3ooxBPaNK3Q7As1Ydh00aVVrpgUOvS+EQ8H7cLO6KYX47K+70DQg6VE1cee4crF3a5ejx1y7twpXnzqnq4GowxR774YCPG5Qa8I7DAufyo/2IAb+v5ImFHYbjcuI5cI7Dydc4yEWV8p8Vn0/hBmKZvFr9jkMnUaUqEZ0DUjiUSCQSiUQydSgpHPprFc7lHUVRMK/VvucwTWJKfUrjuj8qTSOKS7WaqK429X4d9d5/udBzQN5xqPJii4wqFSJaFGumGsJhHBkoLg0fPs8/KY1nFIlyjkP2c0W/Qxs1qrSc+h5X9yHzyTElixMjlRUOU9kCOsFHjTp1HNJ+wwG0YO3SmTVNX5geI5OpQC4JfGMO8L9P1//d9AFxV2G1evi8RHWKEHXS+fzAhx9wIR5qQN8W4MAL7NWvPuS9v7FUVGk5kaoS54SJcEijSvPlRZUC7kQZMyN1jCp1OwDPwMJZ2KSxGZUcOGiahn0n2eOqVMch4P24Oa0jhsWd7OOX6jn0+xRsvPFCzGuL2N5u7dIubLzxQvh8SlUHV3TVVWc8ZBmLwHcc5jEgiCqllNPpcjMRdfmOQ7uoUvFnJSIQDukKvbo4DinScSiRSCQSiWQKUWphVjM4DgFgXpu9cJjK0ZjSQM1ix+pNI4pLtZqorjb1fh313n+5cMKhxguH3HcUF1XaGK+l3tRMODRFlaYQgebS8OG9PrXxjCK0AiaTL070w6pFDXmVfbGNulilnPoeVxAdIIosTo5WRjhUixoe33EUdzy4nYsaHdBaHHccdhLhMBvqwMYbL6zIc3RKYx4lEp6iismozHHhjHYVVrOHz1NUpwArh1h4BnDjL4DrNgOL13p77JO7vPc3looqBdxHqq661d3tJe4dhy6jSoFJUWbprITt7eYT0aaewqHbAXjWUjhsTiG7kgOHU6kc40DzKcDCjtICtHHclBIP6XGzsCOGRZ3s45dyHAJ6xKnVxEnQr2DjDSuwacMqJMYjjao5uKLRqh0J68hbLiY0k3fUj0ijmf50YVvJ5wVMOi6Z50DjUjPmqNLSjkOAP9HJ5Buk45AiWowjkUgkEolE0qQEA/YnPc3QcQgAc1vZc4Kjw6ybIEVqAMpZRNdsNKK4VLOJ6ipT79dR7/2XC/1+yWns5QBUQcehjCoVUUqUqobjMIsQjrS5E1X2FeeUvpGIBjSKRAVirRFXKurua1ThEPBW3+Ma6jhEFicqIBwmswWsv38b7nhoO17sO4UOhXUcntJakNaI49AUVXrmrATWLOmEogBdYIXDxYu6J+YAa0XjHiUSZ5i7CqvZw+cpqlOA3SSnzw+cczWw/jHg2h9434eX/sZSUaWAu0jVJZcBZ1/lfP8SHSocqjmgYBIdqKDrwXEI6KLMnwiECUUB1izpxMYbVuBD71rIbBupY3yG2wG4Zcdhgw1s3FCpgQPtN1zQHnN8opIIB7BpwypsvGEFVi3u4LZ//epzce68Vua6he3uHYcA0NefshQYC0UNl58zG36Sq1HpwZWxSuqrv36Tuf7gqTE8vuPoxOo1M9Ttl8wW0J9kB18dcf44pNGnd/7FmSVFWrPj0u452DkO2y26GnnhUEU2T6M9KiwcCuJaVa2UcGjvSpVIJBKJRCJpJqZCxyHgwHFIhMNYuDGEk1rQqOJSTSaqa0C9X0e9918OdOFujjoOFRlV6pRaOQ5byULgl2b+H67uf7r/mLcdN6BRxO9TuDkKI66UxpQGfAoCDbwQx0t9j2uIPhFTMmU7DtWihtsffAVb9vZPXNel8FGlnOPQFFX6P//iTPzkttXY/bX34f++gn1dSnxmWc/PC417lEic0/ss8NsvA4/c7OHODu3VXqI6RSKhU6HnlU3u9kVx299Inxd1tgGTkaozz7Z/rCWX6bfzyY+Xa4JRQCHvm+E61DTegViG22b7/kHm8r9+6Hzs/tr78JPbVmPd8rlcnGI9HYeAuwF4RptaUaVA5QYOXvoNzfh9CtYtn4uffmINzpnbwmxrj4dxcJCdFDitI4ZFRDh04jj87z0nLLdpGjgxDqjs4Ko/mcVH7t2KOx7ajrdPsJ+74bE87nhoO9bfvw1JMumRCLEriDUNOHCKfb0dcf44pKumikUNmzaswoaLF3O3NcR9s+PSjJuOQ8uo0iAfVco7Dis7eRERPF6hZFSpdBxKJBKJRCKZOpTuOGyOc2xaOXBkiHUcpklUaa0dBPWmEcWlmkxU14B6v456778cqOiSL7KXg1D5xaMyqlQIrf4wE/Ap3MJhr5ijSgFgW+TdLmqwPNLARhGa5DQ2/ltDa1ca2W0IOE/8slpM7gih41DcNeiUp3YeY0RDAOigHYdaC9Iau5jecByavxPDAT/i+VPsDhJSOJR4pef7wIE/uL+fG3u126jOlnn8dU6iJSvVp+i0vxHgnW60S88gPANY8meCDYoesXrdZj1ytcGyrpsGRRHElY7/LQpZQCP2eqvo2xKcSuU4AenSs2Yxqxhp5OJwnYVDNwPwFUtmizc0aVQpoA8c/u0jKxD02w8ISg0cqOPQrXBohrpWXz80hINEJFvYEcNiElXqxHH4u93WwiEAHBeUNhuDq7Nm28fwWr1HhsPw//z3Hrzr68/gxX2nLB5BZ8veftz+4CuM89DnUzCDDFb7yOsVOQ7pADeZLcDvU7CAxMj+1QXzJsR96rg04OJSx8xRpbRv0UVUKe04rPDEldBxaCccKv6mXgwgkUgkEolEQik1vgo2+GSnQSnHIV18V6lJ9GahEcWlmkxU14B6v456778cqKM5R87F/MKoUpJMJaNKAQABvw8Bi79tazRYsU7XNnI+P5RRgQ8/gNSCSyry+BwNbhShcaXGIpVsngiHJRyhjYA58cuI7gTYpDirxeSOIIuwo0oWx0fKEw4f6NnPXddJHYfCjsOM+DsxdZJ9sDo4DuVSiOmOG3u1EdXZ+2zp2y65THeODbzNXu/EcVipPkWjv9GJMEpdG8WCHpEZELhRTrCxfVj3LeDCDU0dA9lQhBJA1vTFargMaUyp4gf81l1rdlC3YXdXHF0J9u/Hu5bqKxwaA/Crv/883jlpLTytXdqFf/nwMuBfBBtFx3MT0TeQ4gqdzXxu3dn4+NolloISAM49t2RmGcLhglb8ZNvk5d/vOclMAigKML8tiqKmQVF09x2g9+wNpXOc200tanhq5zFs+kMftvWxol0k6EPGNNizGtAkwgGsOb0Le44nuW1zWiL4ylXn4Ipz53DvUTJb4CIVnLBlbz+e3nkM65bPnbiuJRpkXH6HiAuzQ9hxSAe4+v0HiLNy5ozS37P0s5stFJHJq4gE/RhMUeHQkAplaAAAIABJREFUwnEY4KNKOeGwwhNXIsehbcehdBtKJBKJRCKZYpRaJBhuEsfh3FZWODw6zI6HjbGuwXTqOAQmz21LnX/UWlwyJqqf3nkMm3v2Y+u+AWiafl63ursTN69ZJDyXajTq/TrqvX+vcB2HAschdw6oUuFwen2W7YgE/dwiCaByMaUA0EYeayidB8Iz8MalP8CP7v833Ox/Gqt9u+BTNBQ1BVuLy7CiS0VkcI+7HS1eq8+fn/0BPY2uQaGLUCaEw0J1a1eqhZH4tW75XGQLKpKZAhKRQEWiq9VAjFkaEEMGz+w6gevv2Yqb1izClS6/ozJ5FVv3DTDXhZFDQmHn7gbQgjQRDs+bqX9ncvvjhMNZjp9PpZDfaNMZt/ZqI6rzkZvsxUNjBcajf8tvczLROdGnWK54ON7f6ETQC4R1odPsaMslgQDpMdM04Ngf2esWrpaiYSUJJwBz7WZ6/IuX9k6G4nDdqj7Oy0Q4XHFaO3cbvietfh2HBolwACsXdwiFw7PnzMDf/flSfQBu9dnxKLQ2Cs/uPmm7PRryC3/YDUHugZ796Ollf8hPjmahFjVPJy3UcbjnONsXO7clMnFiMa81isOmlcZ9A2lcYBKtSgl3GbJC7ITNSqgdh4eF16/s7mAEPgNRDrsbNvfsZx53RiQIYPK10i7EzoRAOAxRx6E+sD1FhL7OROnv2kjQj1DAxwh9o5kCAj6F6yqlKxQNqPsvU+CFw5p0HNoKh1HrbRKJRCKRSCRNiN+nMAvuKM3jOGQnBQfTeYzlVETHJ3VTWXYSl6ZvTAcaVVyq5kR1Lan366j3/r1ARcEs6ZsPOIoqlY5Dg0jQB0HDCjfXVg50MfbQeDXJwFgBTxZX4cniKoSQRwJjSCIKBRp2D25wv6Mbf9EU875UOGzWqFIR4YAf4URlvj+S2QL+4Zdv4d9M18WgH6w9vQPo6R2YWLji1NGYyha4sUsniSlNaWFkEUJKY8cIbf4cIPqtS5Iksrgzp34lmX6jE4mOV3t1eIb+hbn7MT0KtO956AKfoseeGiswAGBMEHO3+Wo98nTZVdarNIw+xb4t7p4bh8P+RmAyItPsdMunARDhcPQY+7oUX+nOQ4lziipfLr3pL/XVPWe9n72+gv2GFy7ihUO6CqrejkODXUdHhNffunaJSbxRdJFQZUWXZo4qBYBnSe9fVyKE/uTka3z1wBBuXsPep5Qg9//+7m28dnDI1YDAYOmsBOcENLPQFLO5qDPGCIf7B1K4YFx49CLciaJKAaCgFrHziFg4PGmR1y7KYXfD1n0DyBYmY1taIvbvo8jlRydL0uMrEweIcChyK4poiQSZHsihdA6/232cu92tP3oZN1+8mFtNJowq5ToOKywcuu04DEast0kkEolEIpE0IYqiIOj3cQu2DJql4zAWCqAtFpyYxAaAI8NjOH2mXimQIi4cmr4xXWh0camSE9X1pN6vo977dwr9fskSx6EwqpTOX0nH4QRWn+OKOg5pVOl4NYl5AXIOQZyCfrsOjEDxYlJxakqpM1EiHKbG3e2847DxP4/Vwph/e6U3BbPxL6Lk4UMRxfHF20Y1j9AJKCAeDnALnzoEMaUAOMchZ5QxSJF5ukTtHYfNMeqSVI5F7ym/h8/nB865Glj/GPDF48Bn3tH/Xf+Yfn0+DTx4LdD73/x9+7YAP7tF354d5bcbuO1TFOGmvxHghahcmr/N8Z3s5c6lcvK2UmRH9eNicB+/rW8L8NTn2OucxN4KyBWKeP3QEHPduxYLHIck7rDeHYeALgrtPib+3AykiJAUEByXgRAyeRUDySwyeZXfXgUqtb8jQ2N4/SD7d7v9z85gLm8/wArCTgU5UVefEwJ+H86b12q5nRUO2UjUvv7J7xcvwt0xC8fhW8eTlkLmyVGx2CjKYXeDpgFJk5Ov1ApCUa8gnSxJWkSVdgnciiJoz+H/+vnr+Idf7OBut3XfKdzx0Hasv38bE6PCC4eCqNIKT1xFXDsOZVSpRCKRSCSSqUfQZoKORgk2Mlxc6dDk+D2VI47DaRZVKiIc8KMzEZ7WE9qS+sJ1HGrssRiEyqbEFIvgktKk43ACUaIOUGXhcHzezrzA3EwKEWhw62J2YUqpMzHyWzJm2XHYPL+llcaYfxsDP7cUAzvPZlTzOCES9GN1dydzXafCzt+egi4cpkC0ihxfNQRNA1LUcSiFQ0m1ue5HurhXqUzmQFi3yhoCXVEtHWUK6NsfuUm/vQijT7Ec3PQ3ArwQJfrgHicxpXPOc7cPiRinx42ZoLduulcPDDI2/ZZIAGeMr/w0Q4WHdE5FXhULMrWitz/FRQwYDNCBkUA43LztKJZ9+Ulc+PVnsOzLT+L6e7bi8R1HXQtmpVCLGh7fcRTX37O1rP2ZH+fib/6OGZJ3JUK4+oJ5zO33D6QZocmNIOdmQGCGxpWaOc0kHC7uZL9fek9Ofr94Ee6sOg7fIKK4GdHgWZTD7hZFARImlyEV3c20xYIICCZ86ADXWIVNo0o74s4Wg9Dn8PpBsQvTgIrHEXLSmMmr3GevFo5DW+FQtDhAIpFIJBKJpMmxiyOt9PirmswncaVHTOkjaeI4jE3DqFKJpNGgCxOyKnvZp2gI+0yzEjSmFJCOQxORWjgOo6z4k86pyBZUbgGyQRYhHGq90N1O3JpS6gh1HKanUFRppTDm3zT4MKaxx08U/HGz2cV83U1rFjGXO8HOQ/UbjkPNgeMwO0JS5BQg1snfrspM3yNlWlKDVRK7fu1c/Ol9Vo88FWH0KXoVD932NwK8EJV34Dicfa67fUjEuDluDELOhUOzAPXhe7Yy2xZ2xIRBBdGgHwGy2nU0U9+ewzePiGNKAT7SUSQqvDWQm7DNa5qe3S1yW5VDMlvA+vu34Y6HtqOnd8Dz/ujjUPqTOfzPR17jBLlXD0wKZ24FOTcDAoPzF9g5DvVVxmpR4/4+//n6EVx/z1b852uHPQl3VsLh64esBbLhsTwXUSHKYXfL6u5ORvSiorsZq6hRGhObHu99oe9bp9OoUg8nI2bxmDoOs4Vi1QfbYsehXVSpdBxKJBKJRCKZeti5CpslqhTgHYdHhieFQyM+ziAeki47iaTe0PM7GlUKABG/6ZyQxpQCgE86Dg1E57dAZYXDSNDHLSgZHsvzC+tN9HT8lbuduDWl1JFYkAqHMqrUDF04nybOv5jCC4dGNY8Trjx3DtYu7YIPRazzvYi/DfwHs325sg/rfC/ybkc1y3+fJE+yl2MdgL/2CxOaZ9QlKZ9arJJ46T53t992r/U2o0/xus16x51TO7nX/kYqRDmJKp0tHYcVwe1xAziOKi0lQO08MiIUshRF4XsO6xxXatVdB/CRjqLPet6i1tZJVKeTyNFKRYO6eZw0ifkx4kq9OOncDAgM/mSBvePQOP7uea6X297TO4C/e/g1T8KdVcehneMQ4J2pRg57OdxMVlXZOQ47BP2GxvMwk8wWkC2onFjf6TSqtETPohWGeExPcoRRpbXoONTsokqj1tskEolEIpFImhQ7cbCZHIfz2ohwaHIcprIkqlQ6DiWSukO/XzJC4dDsOCSLoRWf+3nIKQxdjGtQSeFQURS0kccbTuf5Kh8TL4TWODepeDGl1BH6WzImHYcMdOE8df7FBI5DWs1jh9+nYOOHzsR/tt6FjaHvYrHvOLN9tm8IG0PfxSMt3+cjc6nrMEWEw/hMR8+h0kzPI6UZEUWLzlzm7jGqvUoinwH6nnd3n77ngYL1F7qwT/HzRwVioqJfLqe/kQpRefKhLWSB/j3sddJxWD5ejhvAUUxfuUIWdS3Vu+fwzaPlOQ5zmvUJqSiq023kaKWiQd08zgnS22c4Dr046dwMCAwWtEcRs1ghvOfoKD7xQOnjzwvDY3lOxM3kVewhHZhRMlinPYeiHHY3rF3ahSvPncNcZ+f2s3Ic0lXW6ZyKwRT7eYsEfVykqRVeHIfApHgs7DhUqy0cunUcSuFQIpFIJBLJ1CPot+s4LHPFWw2ZR6JKjw5PJoakqeMwPD3dHxJJI0EXLeRUjauOiPpM54RUOJQxpQy1EA4Bcc+hneNwIK2i8MEf4Tl1uf0DezWl1BEuqnR8zojOHU3XjkO6cJ5zHIJP9qLVPLYUVSR+tQHLs9ttb7Y89yoUhfwNOOGQ9hvWRzhs6G+10dFRPPDAA3jmmWfQ19eHXC6HWbNm4aKLLsKGDRtw5plnCu+3b98+bNy4ET09PRgcHER7eztWr16N2267DUuXLrXcX7FYxCOPPIJf/OIXePvtt6EoCrq7u3HNNdfgIx/5CPx+68Gc1306JpQAPng/8PMNk9epWf2LzEnEYy1WSeSS4IqBS6IB2VFnTshAePJ251yt/1fI6vcPzyjfTUlj3+iHtv8tdmAQaQVa5pe3T4nH4waAv7TzyIuQtW753InrqGtpJFM/4VDTNOy0iyqlA6OgQDiE/QBtc8/+idefzBaEoqsROdrTO4C1S7uw8cYLJ2ImvUSDmt9vAy+dfwavHRzCcDqH5992L9a5GhBg8j2irkeDz//qj8LrK8XJ0SwWmnoU3zw6goJJzG2PBdHdFcd2U3wrFQ4BPYdd5MYthfH395FIXzu3n5VjUOQ47Ccu2k6H/Yb6c/B2MmKIx7xwWESOuFErHZUVFpxY2XYcSuFQIpFIJBLJFMQ2qrSJXBI0qvSwyXFI026cLo6TSCTVIxhgz2tzahEqAvBjcq4l4rOJKpUxpQxWrjavi3ytaCOpRkPpPDeXYGYwncOoFsX6/D/gCvVl3Ox/Gqt9u+BTNOimlPfoxpuzPyA28TQwNKrU2nHYXK+rUhgL5435rzFRVCmZnqbVPLa4qeHSyDxigzoOG3Z00tfXh49+9KM4fPgwACAcDiMQCODw4cP45S9/iV//+tf4xje+gauvvpq53xtvvIFbbrkF6XQaiqIgkUjgxIkTePTRR/HUU0/hrrvuwuWXX87tT9M0fPrTn8YTTzwBAIhEIvpE/c6d2LlzJ37729/ivvvuQyjET3p63adrui9hL5/qBW74OfDgtcDgPuv71WqVRCgB3QHoRgQqs3fRLCaWSyjBXqZRpaKY0nIz/iQejxsAkZaSNylXyKIDmpGx+nUcHh3OYChtLVz2J7PQNA3K+DGp+sOcVylv517CpNsq4PO5cmpu2rAKebXoORrU/CPsJWLUzFhexZ/802893dfNgMCpm7WaHB/JMMLhK/sHme3nL2jjHIeiAbSRw+70taxZ0omb1yzCFefOgd/Hfwd6chyG+Sz+U7Tf0GFMqf4cvA1vDPGYnuTUJqrUpePQgetaIpFIJBKJpNmwEw7ttjUanONwKDNxvkYXHtK+b4lEUntCxCySKxShKn5mqirkM312qeOwDv1jjUzNHIfk8U6MZjBikyQ1mMpjJJNHET48WVyFJ4urMDum4MX/a1VlTCl1hHMcGh2HeRlVamBeOJ/WqOOQny+j1Ty2eKnhMsgl2cu04zAxy/tjl0FDHimFQgF33HEHDh8+jAULFuCHP/whXnvtNbz66qt49NFHsWrVKuTzeXzhC1/Azp2TYs7w8DD++q//Gul0Gpdddhl+//vf4+WXX8Zzzz2H9773vchms/jMZz4zIUaa2bhxI5544gnEYjF8+9vfxvbt2/Hqq6/irrvuQjwex4svvohvfetb3P3K2adr4l1A11nsdcfesFCdKxDd6ZZgRF+Z4YZa9C46pVRU6XHiHpL9hpXBy3EDAGF74bASHXeNFFVK3Yanz2Q7ObOFIlKmE1BV4UWWUo5Dw23lxalZqWhQL49TKdwMCNy8R9Xi2EiGiZP9xm92MdtjIT8ntokch36fgo03Xohz59l/pi7q7sD2L/0FfnLbaqxbPlcoGgL2br92hx2HqazKCYdWoiNFLWo4MCDoqHWAIR5zjsNCkYsqrfRgW1QeX7B1HDrreZVIJBKJRCJpJoI2Y6xKJz5Uk9ktEWad8VhenVgImuIch9PT/SGRNBJ0YWheLaJAFnKGzTcpUsehFA7NiM5vgepHlfaeTFncUmcwnePm9qLRqD7n3ijz0x6h7vXUhOOQRJVOY+HQWDgPACmwC3yiRDgUVfNY4rWGy6Ck47DL+2OXQUMeKU8++STeeecd+P1+fP/738e73/1u+Hw+KIqCs846C/fddx+WLFmCfD6Pf//3f5+43wMPPIBTp05h4cKF+N73vofZs2cDAGbPno3vfe97OPfcc5FOp3H33Xcz+0smk/jhD38IAPj85z+P97///fD7/fD5fPjLv/xLfPOb3wQAPPzww5wA6HWfnlm0hr28+zfA4ZfZ6z76lN4HuP4xPc6zltbqlR93d/tq9y66oVRU6TEqHDrrN8zkVQwks1ymtMSE2+MGKDlpXgkhiwog9YwqfZMIh3+ysI0bcA2Y3GT+MP/+ZEsIh4bbyotTk2aFO0EUDerlcSqBqwEByotT9cqsGewg9uCpNNbfvw13PLRdGDX6xB95cfOkRWRHIhzAX13ARy8riu4w3HjDCvz41tWOxDs7t59lVGmodFSpk30nswWsv38bHn7pYMnbijDEY2HHYdUdh6KoUtlxKJFIJBKJZHoRsugxDPgULiK/kQn6fZg9g52U7BvQ5xhSWXZugC6ik0gktYd+9+QKvHAY8Zs+uyrtOJRRpWas0pxaY9WNKn3nJOvc6iJzEOmcyi2ornR8ar2gi1Aso0ot3KDTAWPh/NqlXVxUaVyZ7Di0quaxxGsN18T9S3UcSsfhBL///e8BABdddBGWLVvGbQ+HwxMRpS+99BIAPWr04YcfBgDceOONXKRoMBjExz+uixOPP/44crlJJ8Njjz2G0dFRtLW14ZprruH2d8UVV2DJkiUoFAr4zW9+M3F9Ofv0zGkXs5d3/BzQTF8AbacBCy+q3yqJZVfp0ahOqEXvohtCrIOLjyp17jg0u4CWfflJXPj1Z7Dsy0/i+nu24vEdR6EW62SpalTcHDcG1CFKqISQRQWQkTo6DnccHmIunzuvlRNh+k09h35Bx2Fesx8crO7uhKbBk1NTUfT7u0EUDWpkjtcStwOCcuNU3WAW7v7qT1lh76EXD5R0PR44xX6P2WX97xtgByq3ru3G7q+9r6TDkGLnOOyw6CmkkyWiqNKuhP3vWrnxsWbxmK6OFAqHNr3HXhAVlMuOQ4lEIpFIJNMNqzjSZuo3BPSxKY2Nu+b/ewHX37OVc7tI4VAiqT/0OyZXKCJPGr5Cil1U6dQQnypFraJK6eNR4XB+W5SrcNlPEors5jCaCcuoUq7jsLl+TytNIhzApg2r8Kens3NsUWTREglg4w0rsGnDKncx4hM1XB6hUaUpMq9Vp47DhjxSzjnnHFx55ZW45JJLLG8zc6b+hiWT+hvb29uLkyd1G+fq1auF91mzZs3EfV599dWJ61988UUAwMqVKxEIiA+Kiy/WBbstW7ZMXFfOPj2ziAiHVM1eekV9e/d8fr1PsZQIVKveRTdQ4TCfAooqsPNXwA+u4G3CA2/r2wmG48VwARmuN00DenoHcMdD27H+/m1cIfq0xulxYyYYt93sRYCiQhYdgNTacWgWoJ/Zxa42Gc3k0UkcWGbHoaj/rFRU6c1rFpXl1LzJTfY3+GhQ4/UO2IhbleZ711/gekBQizjV7q44Xvni5YxwN7eV/ZseGhxz/biiqFKDXjLAPm9+q6fSbLtBNz1mDWjHYV7VcGw4w1xXynFYTnwsFY8j5HVn80XBKr1KR5Xy77V9VKkUDiUSiUQikUw9rITDZuo3NOYE9vXzkXk9vQMYI2lEcRlVKpHUHU44VIsoaOx1YUY4lFGldoiiSv0+peLfdzSqlM6TdCbC3FzCfrJoutJiZr2wdBzmZVQpxe9TsHA2G/8ZQxYL2mOuFs5P4LWGy4A6DpPEcSg7DifZsGEDvve972HDhg2Wt9m+fTsAYM4c3R3wzjvvAAAURUF3d7fwPu3t7WhrawMAvP322xPXG/+/ZMkSy/0tXrwYALB3796J68rZp2faFgKtC6y3h2YIxayaEp6h9ypet1nvWZxQ3OvQu+iQTF5FskgmpceGgAevBX52C3DwRf5O/3Gbvj07OnGVU8fLlr39uP3BV6Tz0Iz5uIl2sNs6lwLzL2SvK+E4BFC2kEUFkOGx2om9VICmfOeZveglJ6IDZoeWwHFoJxwabqtynJrmrPBS0GhQ8+t960TS5p6V5d2nd7keENQiTvWi7g50JsKMcDe7hf+busXsSqXQLoAlXQlP+6Dxs2baLcS/kN+HAPk7ULekleho4CU+1nBzUvGY7zgUOQ4rHVUqcBzauYRlx6FEIpFIJJIpSLM7Dr2kYNBeKolEUnvo+V2uoHFRpSGfaQ6PiyqVn2MzokXIrdEglApPprRF2XkCusi7Mx7ixMX9ZK7Brm6lmaC/JWmrqFIPC8SnJGROJaZkuUQAV3ip4TLgokqp41B2HDrm4MGDeOyxxwAAl156KQDgxAldiW1vb0c4bB1nNmvWLOb25v83+gnt7jc4OIh8Pl/2Pj2THQVUm4P4D9/mxKy64PPr/YrrH9P7Fj/zTv16Fy2gcaJfeaKP2a71PQ/0Pmv/IL3PAo/cNCHWunG8bNnbj6d3HvPy1KcuxnGz/IPs9edcDURa2euoQxR8n2Q5QhbA55xXIqrUSeel05PNASIClXIc5i360gy3lQbgd7tPYIbLqBzDqen3KbjrugtQSod7zxmdjLur3IhJr4g6Fp1QjThV6rhbubiDu83slvIjqK0ch6OZPE6QbYu7vAlTfp9ieQxZiX+KonARTZxwaNGPCHiPj9300ZXC1WSiqFI62K705FXI7+MEaVvHoeAzLpFIJBKJRNLshALik4lKL9qqFm5TMAI+pWlEUYlkKhMUOA5zZCFnyM5xKKNKGUSOw2o4+9pLdCaKHId9ZBH+VIkqpY5DS+GwwulJTQuZV44iU55w6KaGq4WNSWWEw3wGyA6z2+sUVdp0kno2m8WnP/1pZDIZhMNhfPSjHwUwGVkajdpHd0Ui+kRbKjX5BzH+3+6+xv2M27e1tZW1T7eoqoo9u97Egt/fiXjyuP2Ne59F6v5rcejS7zSEQDdJbTrBnJDOF/G13x3F9iOTFva0wk7KK2mHg/3eZ3H4d/cgufC9+Pf/Ouzqedz9X7uwJDTi6j7TgfZ8FGYT9siBPyKY6of5k3boxCBSgT1QixpeOJDCr3cN441jY9Cge1zPnxPFVcta8XcrZ+D44Aje6rd2Wq2YF8WnL2rB3r1vMdePkMHEicER7Nmzx/XrKfUcLz4tzggXW/qSnkS0tw8ex549+oCgazgJKm1lBY7DZTPD+NzFrdi7dy/3mXDKny8KTrwvL+xPopSR9v3dIex7e+/ECbLb13taaxAHhssXcc+fHUXfO96c4H++KIie3rKfAgBgTiKAEyl2tWKXNoQ9e9jjLzla/mtOZgt4fecuRMhJ0d5+Egsa9ePIfu8vMBoAqEYZCSjY32v9fjOrNwFOyBztP4Y9e9iuT4OhjOopPva1nXvQFuF/J4+R92M0nUG2wO7g8MH98I3YuyDdEvIpyKqT+ynaCIdH+ocw6uH7SCKRSCQSiaSRGUtZpI8UC57OxWqN2zkBTdOa4nVJJFOdUyfZublTg8PIa36mtuzE4QM4CX1xevTEPpxmun0mr2K//CxPMDQwzF0XQuW/x4cG7Ktuiukh+FX2NgfJIuVscmhKfA8fG2HnjJJjWezZswf9g+w8ymD/SezZU7uKoEalbSgFs4UsrmSRzBawc9duLhHLKcqKL2NOMoWWE9ssb5OacxEyraejc+THE9cNHDuA/vFjMJA6jtNNty8Goti779DEZVVV4ffXRu9pKuEwl8vhU5/6FN544w0AwBe/+EXMmzcPAFAo6JOuwaD9KoFQKMTc3ul9jfsB+h+o3H16IXHovxE/JojMFBA/9iISh3+P5ML3lrXPqYha1IQCSRre3Rttb/0Mp+b+Gd445k50eePYGHKqhpC/jr2UDUg+Po+5HEwdgVJg39tiICoUgAG9+fP1Y2N4/dgYVsyL4oK5MU44tBPuDGYQF1gyV+RuUwqnz/FL752L2Piqn1/v4gdYThjKTK5+K/p5d1pO47+rRrL6a/IqGq6YF8W7F02u0nnhACt2vff0GTg2msebJyaFmM//9ijz/j+6SywGWdEeDaA9GsDrLj9vlKuWtZa+kQUXnxbHinlRR+/Zn86N4P1nteKx3SMTwrGZoYzKiK1dMT9mJ/if545YZX6yh8ZUzJnBClIHiRC7oLU8QSwe8gFkrUyrQKAzEy2x6k0k8BnEAgoUcK2/tijAxGeOQmNDswUNOZV99KDHgaQdQT8rHNJoHDOa4DMukUgkEolE0uxYTdZVY+xVaXKFous5AVWDnBOQSBqAIPkMZgpFLgEmqKgwZnaVIjvHqymNZNyoP6IqjkS48u/RjLD9PEJrxI8Wsl9yao/EFOmZjRDH/tj44mc6lyF/b3Q0kuIUhT5vmcwVbeefbB8zGMf2lf+Cbb/6Pv4++NPJ6wGkZ12IoTM/hOT8S9GxazNzP59pztufYY1XhQifSFYrmkY4TKVS+OQnP4kXXngBgN6DeN11101sN1x9RoyoFbmcLh6Yxb5IJIKxsTHb+xr3M9+3nH26xe/3Y/7hx13dZ/6h3wCX3+55n1OVx3ccxfYj73DXpzXvk7DxE9sxb/58aHDn0NEAzDutG50JOQHM0JIFnp+8GM2c4DoN53efhS88NVJSuNl+ZAxvn2I/o//rijNx6yVLSuZ6BzqSwGOTqzrGVB/OOusshy9CF6nX37/N0XO868URbNqwCnm1iDeOe3PB5XzhyefXvwDYwW7Pww+fAkakOjKax55MwpNoaEScGt1wyUwe2x5me+b+atUZ+N4zb3H3NQunbnnj+Bi+8+EL8HcPv+b6vgZrl3bho3+xYiIu1Qubl5xRMmLV/B7d+j4gW1Cx49A7mnwLAAAgAElEQVQwPnh3z8RtMsTJtmbpbJx99tnCx2uPHcBgujznYWLmfJy1qJ257jcH3gIw6WY/b9FMV8c6ZWbbKewbPMVcN7stbvuYHTP6cWDI2hm88vyzbftfVi8ZFvaBWt++E8vPEb/PsVNpAAcmLhc0hTu5WHbmGZhVgd5JM/HIQSRzkyv/VBvhcP7iM4DTvf+NJBKJRCKRSBqRrp1ZAHz1SiIeKWt8WgsGklnXcwKAnBOQSBqBffmjMJ8TFwNhFMi0efeCefAtHf8e8h1gtkXjMxr+O6qW9ObY9xMA5nW1Vfw9WpAtAD/bb7n9vKWLkQ8PAjYL9Jcuno+zzppvub1ZSGYLAPomLudUDWcsPRPBLUMAJl2WixfOx1lnza3582s4cqcDJmNgDPpcTNe803D6zITnh80eGsIftW7mOmX+hYjf+jtM2C6GFwFvTG5vjwXRbnw23mKP51DbPOZz89pr3udC3dIUobYnTpzAjTfeOCEa3nLLLfjsZz/L3CYe19/6TCbD3d+MsT2RmDwAnNzX2KYoCmKxWNn7dI2mAX3Pl76dmb7ngYK0HlMe6BH/oKRRzkBdQxxjXD9VKbx2rE152hexl5PHgDQrQjy/P+043nIkw64EW7d8rqMyYJpzPpJxJ9h46bxMZQueIhcB0nko6D/LIYiVizvQZTop1TTgB1v2udpPyK9g4w0rsGnDKkSD/omu0PP+8WkmDzzk9+EnLx7A2ye9xzSL0DRgzZJOx/2VFEPMK0c0BIBEOIBNG1Zh4w0rsGZJ58TnX1H052e8RwlTd1844Me7FnfgDJtBSCzkh2qR9zq7AkKVqOew9yQbCbWki+8QdYOoI4D2ClBoz6OZSNBnKxoCwE1rFtlup9xsc/tIkH0umUIRObW6HYcAX1Ju23EY9NZBKZFIJBKJRNLIBC26DJuh4zAeDrieEwDknIBE0gjQ757RTAF5spDTp5nmlojjEL6p0ZNXKeg5NQC0Riv/XRcL+Tm3qJnOeAjtMfu5iJYqdC/Wg6jgPR/Lq8gWVOY62XE4Duk4jCn6XFlZPYcABtP5CRFycl9kDpDsGznTnFzqBLstPgv1ouFHJ2+//TZuvfVWHDlyBADwqU99Cp/85Ce5282dqyvlg4ODyOfzlu6+48f11Q6zZk2+6XPmzEF/fz9OnDghvI/5fp2dnQgEAmXv0z0a3IWwjd8nOwoE5Mo1g0xexdZ9YkdKOVGlgIJIog2ruzvdOV66Ox0JWNOOSCsQaQMypgjLDBtn+bPXTwE2bhwr5rdFHYsiLWRQkysUkcmrwgGQCCuR2orNPftx2dmzoCjwJB4OpPQfJrWoYefxLM4n23MIYm5rBKGAD1v2Tv6I/fGIu57NnKrhvctmYSyv2jrucmrR1efBKYoCtMaC2HjjhSUdf+b7rO7uxM1rFuGKc+cIo2m94PcpWLd8LtYtn4tsQUUyU0AiErD9XCezBW7gZuaRlw7iyNAY4+Y0mN0Swe5j/ApsO7oSIfSbROX+JC8c7iN9nktmlikcCk4ISgqHNsJgZ7z079iV587B2qVdjo6HtUu7cOW5cyy30yL3XIGPKa6OcMg+pl3HoWhxgEQikUgkEkmzYyUcWl3fSESCftdzAn6fgv/adQJXVvAcRSKRuIee3yUzBagaOa8vmgQFlYgLPjm3Z0YkTrVWQaBTFAWt0ZBwngMAuhJhtJeYixAtfG5G/D4F4YAPWdP8RTpXYC4D/ILlaQtZjB0dF/uGy0z5GkrnkFBIulp4BnuZEw5Nc3Kpk+y2xMyynk85NPTI67XXXsNHPvIRHDlyBH6/H1/96leFoiEAnH66XhtZLBZx4MAB4W0GBwcxPKxbk88444yJ643/7+vrs3wu+/fvZ/ZT7j7do4Bp5HV6H3pgTnPs3FzlRJVi8XuAQLiijpdpT9tptpv/cDBtu92KtUu7oDhcBhoO+DkBYcS08iSTVzGQzCKT50UgO5Haip7egQmBywunUjkMj+Wx4Yc9eHnbFm77j4L/jOwb/4H9J90JhSKG03nHol2lMQR3J46/N//pSrzyxcux+2vvw09uW411y+dW7YQ8HPCjMxG2HYSpRQ23P/gKDg7aR7Ru2duP2x98hXMezm5hv6fmlHAgrl3ahSuIQEYdh5qm8cJhVxkOeVg4Dkus8ouHbYTDROnORb9PwcYbLyzpRHXiOHWyOKAaq97pfu06DqXjUCKRSCQSyVTE0nFYhUVb1cDtnIBa1HDHQ9ux/v5t4zFzEomkHtDzu9FMnnMcMi7DIhEX/FNDfKoUonmRagiHgB7zaEVHPFRyLqIaTsh6QedVxnIqsnkqHDbH72nVIeJdfLzjsFzH4VA6jxhIOiXnOCSXzcJhkgiH8foJhw37ydi9ezduu+02DA8PIxwO46677sLll19uefuFCxdi/vz5OHz4MLZu3coIfAY9PXqnVCQSwfnnT3pxVq1ahV/96ld4+eWXoaoq/H7+y82ISV21alVF9ukaRdHFqT5eDLBkXMySTGJEh4jEw7FyokpX3Qqgso6XaU/7IuDYG5abvQq9iXAAalFzLB61RILI5CeFlsF0Hi/vH8QDPfuxdd8ANG3SzXbTmkUTK0W9Ro7ecO+LuOC0Nk9OvaIG/O2m5/DxI1/BJYEd3PaL/btwsX8Xnkv9DrfjTqQQdf8Ex+npHaiLaAiwgrsTx1+piMta4iW+dt3yyex5GlUqEq2pu/Lu37OdrifJSrxjIxmkc5OPE/QrWNDu/dgAxFEfHSXEP7uo0lJuRQNDTH565zFsFnxGnTpOg34fAj4FBYvIWL9PQaAKwiEdwKu2UaXScSiRSCQSiWTqEbKInGuGqFLA3ZyAGWPh4KYNq6TzUCKpA3RxQiqnokAXlJpdhkVyLi6jSidQixpe7jvFXf/wtoNY0B6ruMO6zUI4bIkEEAr4LLdP3m7q/O1oXGk6J4gqlY5DHeo4HI8qHUrngHxGjw8NJVzPvQyl80hwwmHc/rKd47COUaUNOfJKpVL41Kc+heHhYUQiEdxzzz22oqHBunXrAACbN2/megfz+Tzuu+8+AMA111yDcHhSdLj88ssRDodx8uRJ/PKXv+Qe9+mnn0Zvby+CwSA++MEPVmSfnlj5cXe3HxezJJMY0SEiPHccLrkMOPsqAJOOlzWnd9jepVIda1OaNuuVmpriQ07x9sN+3/P7XK3mpALI3//8ddzx0Hb09A5MCIOapgtp5pWiXvstXt4/iPu27Cs5sDEwn0D7UMTHjnwFl/h50dDMJf4d2Bj8DnzQVx35XT7RlkgAD2876Oo+lcJOcHfi+Ks3XuJrzcwiwuEQWQl10+pFnLtyZoL9busnjsNe0kG5qDNeliimFjUcHuQdwT9/+RAe33HUsr/R1nHoIKrUwBCTf3Lbauz+2vs8O07tXIfVmrjiHIc0GseMdBxKJBKJRCKZgjS749BpCoYIY+GgRCKpPaLvHi4Bxuw4pFGl/sZZsFxPktkC1t+/Df/8xG5uW29/qioO69aoeKFx1/hcSKmFyFOl4xDQOx/N6MIhcRzKjkOdEDunEkMW63wv4s+3fRz4xhzgf5+u/7vpA8DOX/GLBSwYTOcQ56JKHXQcFlV9P3ufZre9/ANX+68kDXmk3H333RPRn1/5ylewevVqR/f72Mc+htbWVvT19eETn/gEDh7UJ7aPHz+OO++8Ezt37kQsFsPHP84KcK2trfjYxz4GAPja176Gn//85ygUCigWi3jiiSfwuc99DgBw3XXXYc6cORXZpyeWXaWLVE4wiVkSFqvokAICyGrsD32Pusz+wZZcBnz4AcA3+VFKhAP43Drx/f50YRs23rACmzas4rrLJIT2xZablGAcq7vdn4gZWMVAiqBRCq8fGnb02EG/z3PkKKCvUCklHq5d2oVuUxfdlb6XSoqGBpf4d+AK38sAANWlNbI1GnQdw1oJml1w9xJfu3XfALM6rFQ06aVnzuSE064Z7CCZOg57TyaZy90OO0BFGCcJv9h+mNtW6iTBtuPQQVSpiHLEZBpTbKZaE1euOg6D5blCJRKJRCKRSBqRoMU4qxk6Dg3MlQotEXfn/XThoEQiqQ2i+EZOOGQch7TjUM7xGdUspRzXbubknGA1d2bMI7TbRJWGAj5HVSXNAhUOx0TCYZMsxKk6JC60BWlsDH0XC4dfBmAcm5qe/vizW4AHrwWyoyUfdngsjxhI52bJqNKk/vg/uwXIDLHbTu52tf9K0nBHSi6Xw49//GMAesHpv/7rv+Ld73637X8GHR0d+Pa3v41wOIyenh5cfvnlWLlyJS699FI888wzCAaD+O53v4sFCxZw+7399ttx6aWXIpvN4gtf+AJWrFiBFStW4M4770QymcTq1avx2c9+lrtfOft0jc+vi1SlxEOBmCWZxIgOEUHjSn82/++htczjb7h4LXDdZuDGXwh7JA+cEvfvfeOa5VXtWJtK5GYstN4YirvujqA4Xc3p9kTP/NjlPsehdB4BwbFi9Pdt2rAKs2ZMHrM3+X/r6vFv9k+uYunucu5esor7LZfV3R1Cgcj8eptZcPcSX6tpeim7Ae04NKMowMpu3u08M8GKjbQ0vJf2G870JhyWe5Jg7zj0JhyWg53YWDXhkIiVBbthWkAKhxKJRCKRSKYeze44NPD7FFx29iyMunTV0IWDEomkNoi+Y1w5DmVUqadqlkrQZuEYNJKLoiG/5cLgqRRTCuiv1UwqV0A2L6NKOYoq8PZ/MVf5lBITdr3PAo/cVNL5N5TOIQHiOOSEQzLvlj6lP76T/aMKE7IWNNzI66233kIyqbsfNE1Df39/yf/MvPvd78ajjz6Ka665BrNnz8bY2Bja29tx5ZVX4qc//SkuueQS4X5DoRDuvvtu/OM//iPOP/98+P1+qKqKs846C5/5zGdw7733IhQST1x63acnwjN0seq6zbp4BUNUUEqKWRIdIzpEVJ5L40q//oGlUMaIw+xvXgLWPwacc7Uu5groIxPxBlO97DyTVzGQzAp715ygFjU8vuMorr9nK97/wAHrG4ZitgKwU5ys5vQaWbC5Z39FnqO5Yy3k92HnV69gIhcNQSWMHFb7drl67NW+XQhBH+wOjzk/NtM51VMMayluuXgxCir7A/jMpy9xHTHZqHiJr1UUIGESr2nHoZllc1qEZeOc43A0C82kYNKo0tO7yIDGIeWeJMRD5XccVhJbx2G1okrJAF6lJ6oG/rBcHCSRSCQSiWRKYtVx2EyOQ4NKLByUSCS1QSQc5u2EQyoe+KeWAOWFcqtZvFLKcQgAHRauw5Zo8y5OFxEjSU7ScSggO6q79/7jNvf37X0W2P2Y7U0G03nEFJcdh5rDefTeZwG1dmOEhvt0nHfeedizZ09Zj7F48WJ885vfdH0/n8+H66+/Htdff33N9ukJn18Xrc65Gihk9QM+PAMIlNmhOI3wKXrRMSWtRSa1WACx9BEgb5pUV3xAR3fJx9/XL3YcjmbywusbjUxeRWq8p6+UZV8tanhq5zE80LMfW/fpvX+KAqzu7sRNaxY5Lj1OZguMWymMmdY3DsYnBOCbfvAiXj0wZH1bG4zVnHarbbyuPtq6bwCFYhEbb7zQkQvLCUtmxhEPs8+nczyzPY5M6dUxBJ+iIYExnEIQp1I54W0UBVixsB2vHBicuC6ZLWB1dyd6eisXV7p2aReuOGc2/ubH25nruxJT53vN6Fh1876t7u5kjs/OeAg+BRAlely0RNytSvsBM/kiktkCZowf2739bFSpV8ehl5OEdcvnTly2dRx6jCotB7vvvmoNtLmuAau4G5fl3BKJRCKRSCTNgpVA2IwTncbCQTfiIV04KJFIaoOw45DUGdlHlU5vF1c51SzlOuBaLUTBTtN8UlsshCPDGe42osXXzQx1HI5mC4whAZjmHYdFVXftlXL32bHtXl2TsWB4LI8EyLFGOw6D3iuCoGZrtlBBjkaanUBYCoYe+MPbA8iRFRcA7zjESVLmO2Ouow9n30DzOQ69CIBU7DPQNKCndwA9vQMTvXR2EZOiiMMsQjiptWKmwncKasEYFOjdEX+5fK5n4dBYzRlOWA9SvA4ijMfuTISxacMqXPYv/20ZYeuUM2bxTjBDUEkhgqKmuBIPi5qCJMRxh4//7XswuyWCRCSAYhFY9uUnJ7Zl8kV85KLTKiYcGsfIWKHICWLNHE0q4qY1i1y9bzeTuNuA34euRBgnRrPcbS+y6NQMBXxojwUxmJ48selP5jAjEkQmr+LQIBuh4KXjsBInCfGw9eeQip+1wE44rF7HIbtPn99KOHQeLSyRSCQSiUTSTFgJh0ELJ2IjU4mFgxKJpDaIzvFUGtRnFgtlVClDOQ5ruzk5J4gS5QCgy+w4tEgxmmpRpTEyjzEkMAlM69+YXb8uTzQEgL7ndSOXhR4zmM4JHIckGdIfAAIRoMCL2SUpqtXpjxIwjSVmyXTmd7uPM5eNkxDacYiTxP3aatO7Z8IqqnS0QSNHktkC1t+/DXc8tB09vQMT3z+GAHjHQ9ux/v5t/z979x4mV2Heef536t7d1RepW1JLAnRDWELIxhDJEkF2yAVZbFjvEyfYBIERCx6LycyQ3ckkmR2TZMdP9slmMwmz3tGYBKMVF9vrdcYTJyyQxEwMQUKAIBbiji6ApEZS69L36rqc/aOoUp1T55yqU/eq/n6ehwd11amq011Vp+qc33nf1xJ81nLosVuLww9M56rD0dmLH3L7Dp/1fHwv5ZzNWWnbAvt9fzRWwYeBjVNwOPRxoJJQRPsya33d377MWs2q+EvSor6oPjHcp8F4VNFQthe8fdbi5lWDZbdhvf7yQf1fv/5pXbWkz3J5LBywzC60V+T2RIIKtWFLIi9+2tduWT2kreuGLZelM6ZroDU2nXR9n9krNz+6MKMnDp7Ul7611/J9IxgwtO/wqO8h5bVow9QTcX+vtVyr0joEh+mMqePnrSHuRNLljxpmviEAAOhMYZfvWe024zDH79x7+4mDABrDaRwFrUrLV4vRLJUa6HKpOOwprDh0fn4qHU/UquydnApPIJeyx7/bfQxQVV78ixrciZnt/uggkzGdKw7trUndLvOzDg3Qnt+8gCpMz6b0d2+cslz2pQ3ZQHDKtAWHp2wz4wZKB4djM0mNurR9bMWKw0oDwFoOPXZrcfiBudDx8iNj2f+nM6Ze8FnlVKicszkrPfuo8L6PjU4W9RSvhFfFoSQ9kv4lX/e3J32j4+UfjSUsQbFhGEVf5qZn09q1/dqSIdiW1UP6z7f/jP67Ty7Rf7z105br4tGQZXbhmG3OYqd9gZMuzlgt5++2a/u1ChR8ocsF/G6Vq//mBz8tCvhzFvRat22//6NDuvexA/qnD60VvemMqX/++Cuu9+OmFjsJLdeq1GPbUOtWWbnn9m9ft57UknKbcRgiOAQAAJ0p7HJAsx1nHErVnzgIoDGcgsOUvVFf4WyxolalndUtya9chbUftaqwdgsFC09Adq847Kznzd6q9PyU9fj0nK42TM5kqwWrZmRHxjkYm0nKNKUeWU8KL2pVKlUZHDYm/G3Pb16AT+mMqScOntStD+7T2vuf0umCNn8BQ/ra51bJMLLtHi3OvG39uYyKQ7dqQ6k1ZxxWGgDWauixV4tDt4rD45OGEqm0Xj8xZqni9Nu+ppyzOSsNrwrv+60R5zNR/Fq9sPiDqbBn+1OZDXox8Kmy7usn6fV6KvMzrtfbg2J7y9DxmZTi0ZB279io3/n8mqLbb145aKkmlIr/lhemkzILytTs74/eDvsCl5P7u+267RptXjmYD9wMw/nvJlVf4WsPDt8s8Zosp1K4UC12EtyCw65wsGjAdyM0qlWp13ObNl0eh4pDAADQodwCwnatOKzmxEEAjRMIGEWdloorDr1alXbm8Qs/mlVh7TZiqLBV6TyXOYiddsK6vVXpuaLgsD0/S2tidkI1qdRbfr1rm9LzH1d4dhu28UIRp+DQ4bJyBILyfeZ+hdiqQVI2vJlMpNQTDXkeLG1HbnP4cjKm9Lt/eVArh3o0fc72xp+dsP48cFnJxzviERxOtGCrUr8B4P/9/FHNpjO+59vl5pmZpiyvNa8Wh24Vh1NmVBMzKe09bH1ON66Yr4BhlBWElnM2Zzpj6s2RsZL3Veq+7SHNor6oPhornlHnJWBIy4eK55oNFpw1lVFAv5H+n/RI7zd1xcSLrvf1k/R67UzeJ7PEuSO5oHjb+sUOwWH2wzAYMHTV0n7LdVct7dN3vrqp6P7sX+aSaVMzyUz+jKgxW3DYab3mCwUDhratX6xt6xcrkUprYialeCzkevZXJQH/tvWL85fZW5VWej9eqp3f6DbjsBltSiXvgeFOZ6NWyuu5LZqpkUNwCAAAOpRrq9I2rTiULp44+PShEe3Ze0z7jmTHgxhG9mS6OzYv043rhud2+zigBURCAaVmL7YgLdofKwwLM7bje3O8Val0scK6VsfkyuVWcVh4or3bHES30LFd2SsOz9palc7p4DASV7ZSr8rwcOM9rledn87+veP2ikPH4LDCisOg/+N7lSI4nINyIWEsHNQ/vH1ajzh8cb198zJt7YAvrn6qdBb1RTVln3FoV0ar0qNnnNsIStJ4i7Uq9ar2c7PvyFntO+J/rqBpSrf9+Qt6+f1zltfalzdeKsNwnuvqVnE4pajisZD+8V3rul+3akhfuW55yee8nLM5SwXOfu7bXnF453XL9fx7o573vX5pnw4evxhaLh/scQyV7C0cP0qE9Rt9/1YrZ/9BdwSf1qbAGwoYpkwZMpZfrz+98Dn9nyfXKFNmwfmevce0bf3iohCvsI2lPfBz6y8fDgbUHQlqquCL+IXpZP6LjX0GaKdWHNpFQ8GSw8ArqfAtDPzsFYeV3o+XancS3GYcNqNNqdS4ikOv5zbt1qqU4BAAAHQoty4y7VpxmOP3xEEAjRcJBSzHK4palVpmHNqO7wU6K4CqRK7CuhbH5MqVzpj6ydunHa97/r0z2nZVdjzOPNdWpZ31vNm7NRW1Ku2wYiFfwrFsteDRZyu/j5U3SGtudr363NSsgkorZtgqkms143DlDQ09SWFuHJWF0hlTTx0asYSETkxT2nt4VHsPj+Y35PZKo3bip0rno7GEpkIx74X6S1ccHh1tn4pDr2q/enjp2Ln8vwtfa/1dYV2YLm7j6hYcdnX36isP7S8KME3TVFc4WPXZnOUGzoUundelf3vTWsf7fusja3D4yUsG9NXPrsqvo71K6xfWLNSW1UM6ePz1/GWrHOYbStkvBfYw7u3T03pbG/VkZqMiSuqZ37hGS4cXacYM6T/e/6Svc2tylaL2GYeFwaH9ufM6Y6svFi4KDof7s++7Mdv9dFrLiEpVFvBnn7fcgYgFFVQcOt2Pl2p3ErojQceTCAabVHHoNeMwUqMDPKWeW7cZh+lQzC1SBAAAaGtulYXtXHFoV86JgwAaz94qOWnaW5UWHNMralXKe1pqbIV1qRP+f+PxV7Rl9Qfatf1aj1al7XvM20m3reLw3CStSi023F15cLjyBulLj0gB97/hhamkejRju9RwCQ5tx3njw9LESOnHf+O98te5Sp317oCjMxMJ/fPHDugFn1ViuRlXu3dsbNvKQ79VOlNmiYPr/ZeUvA/P4LDFKg57oiHXar9GcgoNJemkOai0aShoWFfww8mA9o0Vv57/j6ff1gtHzmrX9murOpvTT+Ccc/3qBY6VWdOz6aLXxCeGey1nnH5n/zH97l++lr/+zERCh20tby93CQ6lbEXW1Nlpx+t6uru1ZOmlkmFociLh+7k2zWzgbT+BYGzGPTj0+uLV3xXWyNjFD9HCasWxOVpxWEolAX/uecsdkBiqsOLQfj+lVLOTYBiGeiKhou3k/J7GtWEoFGtAq9JSz61bq9KUESU4BAAAHcltxqHb5QBQK/b9vKITOS2tSm3HsWhVmteICms/HeZ2Pvqy/vWNn3C8vtMqDu2tSu3H2eZ8cLj25mwAd/iZ8m8zb4X0S38grfnlkicInJuaVbc9OIzEnWcS2sNExwpEI1slufGesh6/1jgq26FyFYZ7nj9aUVvJHL8zrlpJJVU6nq1Ku4ekSPGMObujHjMO7a0YmymdMfXjN0+pNxoq+iBpFSmFdFKDukTWLwKTHs+TPfCu5GxOv4GzJJ047xzcvXNq3BIMDMUjRfPmrls1ZPn5tRNjRR8qq72Cw56oPnAJDtdfMiDj4/uqJCg2DCkeCxWFeIXVs34qBe2h4oWpwuBw7sw49KOa5y2n0opD+/2Uo5qdhO5IsCg4HOrgVqWlnlu34DAUq7AXPgAAQItzCwjbvVUpgNZnD1WKgsOMx4xDWpU6qleFtZ8T/p9954w+7zJPsdM6XdkrDu3mfHvsQDBbtfe928sPD9feLF35hbIWPT+VVI9hDw5djt/YLz9rqyTc/C+kX/i6FGrOyfSSyhxyhbYykUjpzof3697HDlQVGubsqSBEaQWVVOlMy71VqVnGfMMLU0mdm3KunpNao+JwJpnW+6OTuv2hF3TvYwdaNjTM+dChXel0iVmUucC7EpUEzpJ03CU4fNM23/ATw71Fy1w2v9sygy6dMfVPH5y3LONVcegVrHxyaX/+37FwUJtWDLou62TTikFFQ0GHVqUXX+d+WpXarysMC4tnHHbWF7hKVfO8SdnX008/PF/iFqXvpxLRUFCD8WjZ9+HUGnt+s1qVelQc1uosvVLPrduMw2ClQ7QBAABaXCTk3O2IikMA9WY/QaE4OLw4dkVpe3BIbU4j+T3h/7++esLxcq/jV+3IPuPQLupxnGPOiPZK238g3bJHWr5FUvZ7R8Y09Hz6Sv0/qc9Zl584VfZdn5+aVVy248NRl+O5pY7rXLqhqaGhRMVhx6lkNlspfmZctZJKqnQmPVqVvniuR1cmils2Fjpia0lpf/x6VxzOJNOaTKTUEw1ZqmUKZ1za5+m1sj8BcbgAACAASURBVIAyyjg8f3cH/0YTZpeeymxQxuX8hz17j1VUKVvp3McT56dlmma+ui/nLXtwuKiv6LaGYWjj8vn6m4MnXe9/1QLvikM36y/pt/x8++Zlvl4Dd2xeJknqjXpUHNpe116VgvbrCkPH4spFPqJyKn3eSvX8L/d+GqU7Wvw507zg0P0zr5btPbye25Tb+V3hEvN4AQAA2pRbQDjn26sBqDv79sdfq1KOXzRKJSf87z96VtFQQIlUxnJ5X4eNyCldcchnqaRs5eGVX8j+l0roz/7mZf2nvac0q7B+ObBXt+gfLi7rNXfQ5vx0Ut1Gwnqha8Wh+3FeSdKiq8p+3Hrh1dJhKpnNVoppSj985bjSTglOC6ukSserku2fxvu089GXPf8O9jall9vCnsIqrVpJZ0w9cfCkbn1wn9be/6Su/cbfae39T+rWB/fpiYMndWE6ma9AbafQsEfT2h3+I10XfKPouk8EjmtX5AHtDv+ReuxncnwsF3j7ftyPA2e/pmbTjtWbRcHhsPMHw4bl81zve+lAl3o8AutBr4pDW3C4dd2wtqweclnaasvqIW39uJ2DPTAf95hx6HXGlr0NxNj0xfuh4tBdJc9btSeSFD7/jdLjcHacvbVvo8Q8TpapZassr+fWreJQ4a6aPT4AAEArYcYhgGax7+cl7fU2tCptCZWe8D/gcKyq04470aq0AqGown0LNavsa+G0OWC93lfFYbK44jBS3Hkue7lHxWG4Oztbscn45tVhKpnNVo7f/sFB3fnw/pZotenH7T6rZaY8WpUeN4dKtsA8YgsO1y+1hjYzyYySaevZLdUobEu79/Bo/oPTNKW9h0d172MH9Lk/fqbqMPmeLSu0aaW/ELYaAWW0K/xn+mzwoOdynw0e1K7wnymg4r+paVqr4spVSeCc4zTnsLhVaXHFoSRtWDHf9X5XebQplaRBl2BlKB7RcJ/1NR0MGNq1/dqSIdSW1UPatf1aBQLZFNX+ZWo84R4cevWIt4eKlorDohmHnXXmVzUqed6qOZHE/vw3Siu1KvVq4RGp4YErr+c2bbo8TojgEAAAdCZmHAJoFvt+XtHM+cKKQ1qVNk2lJ/yHgsU3+sq39+uJgyfbrljGTRcVhxUpPFZ5WtZj+Zr4qOz7OT81q25VOOOw0MIrpUDzn6vmrwFqptLZbOV69p0zJSvuWo2fKh1JmvJoVXrczN6P18zHo7ZWpWsX9yloO/BeSZjlpNxqovMeMxfLNRiPNLRl4dbAiyVDw5zPBg/qxsBLRZcbhorm8pXLb+CcYw8ORycSOjNxsUTdMKQrFjmHgGuG+1zb4L7z0bjnFxm3GYfrl/YXtU6VsuHM7h0bteu2a7R55WD+C5dhSJtXDmrXbddo946NlvUpmnFY8Doer6LisDA4pOLQm9/nrZITSdye/0ZIZ8yiEFqSfv+vDjXli7xXq9JaH7hye27ThlurUoJDAADQmdxO0Ao7HPAFgFoqqjg0PWYcFrUq5fhFo1Rywn9/V1jHz88UXZ4rumjHYhknzDiszED3xffvKXvF4dSo9aQBD+enk4obtteZ64xDjyKRRevKerx643SIDlJpqbYfuYq7SmbHNUOukqPcdn2lKg4l75mP9laly4d6FI+GLAfDJxIpzatBBU092tK6OTY6pXu2rNKW1UMNeczbg3/ra/k7gk/rycxGy2WbVgxWXIKfC5z9/q654DA3U/KbP37Xcn0kGNB/e+u0tq4bLgqUp5Np153hkxdmdO9jB/JVYIWBTjpj6r1TE46364oElc6YRY8lZd8b29Yv1rb1i5VIpTUxk1I8FnL9m9lnHI4XtN3106rUfl1hlaF9xmE/Mw6LlPu8VXoiye67NjSldUVuFuNLx84VXffKB+ddX//11MjgUHJ+bnvPLpS+7bBwuLvmjw8AANAKwiHnfSIqDgHUW/GMQz+tSjl+0Ui3b17maxyT00nKhXLFMrt3bHQ8htYuujyOY0i0KnVTeKxyQl1KKKqoCmYVTp6W+paUvJ9zk04Vh27BoUfFYQvMN5SoOOwolZZq++VVcVcrM8m0RicSmkn6n1Fnl6vk+Bc3XF503c8ss86Vm/KYcfihuUCSewtM0zSLWpWuGOr2nA1XjXq1pXVyZmI2H8JuWuneUrMWoprVpkDxXEMvmwJvKCLrl4BqKiTLbQu5dMAaNJ+4MGNpH/v6yTHL9YlUxvFMplz16LkS1aH2qt/cY/1HW0CZ88TBkbLOmoqGghqMRz2/QLhVHJqm6avFqP06Kg4r5/W8VXoiSa0qov0ot3q60VXvMY+DU/U+cJV7biNhl5NMwu4nuQAAALQz11alzDgEUGf2No4pz1alVBw2k98Oc+UoNZ6qHQQDhmc7UlqVOhvoKjz2YmjUsFUdjpd+XaQzpsZmUsUVhxUFh61RccirpYNUM5vNj1zFXS3NJNM6NTajH75yXLc+uE9r739S137j77T2/id164P7qm5TFwwYWrHA+ob8uU8s0KN3f8YStk67tCodM7s0puzt7S0w0xlTTxw8qV/7z3s1ZjvofujEmHrtgUsNSt/r3ZbWbuRCdqMXj4b0259fU3S9YRSHsJXq0YwChr/nOmCYluGzW1YPaeu64arWo5y2kDt+1jqo9vi56YoCED/Vo7kvMo0OW+whXu51PJ1MK5m23refGYe5KsNkOqNp24kCfQSHFavkRJJq2vtWo5LXfyN4Vhw26sCV4bIOVBwCAIAOFXKp9KDiEEC92bczKXm1KqXisJnKPeHfqyOWk0YUy9Rbt8ecQ4JDZ/bXySnTPufwVMn7yBVGFFUc0qoUrcJvqXYlchV30Xh15c25do6P7D3mus6mme03vffwaNVt6kYnZi0/L4hH82Fr7vEnXVqV5tqUStYWmLn2em4Hvf/Vd18tqrAan6l+5mAj2tIWKpzd9+E56xy/a5fN0+P3fEamKa29/8mq12tSMWVMw1d4mDENTSg78yv3OgnUoLVAqbaQT75mDTAOnbig905POt1VkcK2v36rR/fsPSbz4/vw+1iVcquctbd76I4EXc8SlqT+bufg0F5tGAoYitF7vWL2bVs5qmnvW41KXv+NaJfd6Faljtx2PkNUHAIAgM5kGIbCQaPo5ESvfQwAqAX7CaKerUrtFYcEhw2XO+H/6UMj2rP3mPYdGZVpZk+K3rRiULduvFT/6nuv+rpPr/FU7aI7EnLtaBYt0cp0rrIfqxxJ98ty3sDERyXv4/xUNnfokfW4uWtlodvl/ZdKXQPO1zUYW7UOs3XdsK5a2qfXjo+VXljSZ5bP1/6jZ+Un66lFVUqpwM1Jtf2mz0wmLD/Pj2fLkAvD1mk5t4UrDA5zLTDLrfiyVyHWouIwV03UqPBwdHJWM8m0YuGg3j87Zblu1YKe/Aeq36DCSUIR7cus1XXB18u+zb7MWn16xSLded1y3egwP7AWoqFgUVi+dKDL8vMHtlC1lD17j+mGNQt9V4/uOzKqjM8nv9qwxV45m0hlNJvKaGza+noudTaXvYowFzza5xv2dYVlNKL3cgfzeyJJNe19K1VJ9XSjvsh7BdcN24lw2/mk4hAAAHSwcDCgZNrajYSKQwD1Zp+xmrRXHKY9ZhzSqrQpvE74H51I+D5uWqtimWai4tC/3mhIAUPKNWs7ZdqCuzIqDnNhbdWtSluk2lCiVWnHSaYzWtRbuhLhMyvm68DXf0nf+9pmbVrpr71ptVUp5QZuTqppU3fWVnE41JNtS1rYF9tUQNNmcXiYCw4LW2D6aa9XqBYzDhvRltbeIubkx+1KP7AFh5fNv3gA+/YaBQ+PpH/J1/J70jfqP912jbatX9zQIcZLbDMOZ1MZX7ffd2RU56ZmK/ois//IWd+PVU2L4WgooHDQ+redSKSKKg5LtRe1B4uTs2ml0pmi94XXnESUx0/P/1q0961EJdXTbnNma82r4rBhX7YDbq1Ku5wvBwAA6ABO1YVUHAKot0jQuv+VNu2tSj2CQyoOmy4aCmowHs0fs26nES61RHDoXyBgWMYunS5qVVo6i7gwnc0dilqVugaHLpcTHKKWcjP2bn1wn9Z8/Un9/ZvOKXjhbLbH79mk+T0XK+788KpKmUmmNTqR0EzSPaCoNHDLqbTf9OikNTgc/Lji0N4Xe0rFcw6Pm0NFLTD9ttfLqUXFoVS7kK5Q4Wvk8oXWDViuXam94vDSguDQT1Ax0O0eMD2V2aCfpNeXdT8/Sa/X0+bPNOWDfX5PpKoPXdOUTNP0/UVGkq8q4dxjVRO2GIZR1K50YiZVVClYquKwOxIsCnfHZlIas7Xwtc9UhH/l9vyvZXtfv1r5i3zM4wSZxrUqJTgEAABzj1NIyMFOAPVm388rqjgsnHFY1KqUYxitppKii2aNcKmlLs/gsL1/t3oaKAwOZa84LG5Vas9AzrtVHDrNOMykpXf/3nlFktPWbU0TtXeEjrJafm5eOV9/9Kuf0qK+qOMGIhf2lBPmOVWlFM4qtPeTvn3zMm21tY6sNHDLqbRN3eiEtVXpYPxiQFjYFzv9w24pPW5ZdvFlV+i3C1qkVtJeL6cWMw4lf89bKT+7alD/2xc/aXmN/L8vf6g3Ry7+HY67BIeFFYe5oKLUa3LL6iF989ev0fPvnnHsQz46mdDOj+7TLv2ZPhs86Ho/P0mv187kffrMygVN+fAzDENLBrp05Ex5cw2Lb599Hfpt8fqZ5fO1/9hZX5VatQhb4jFrn/TxRLK44rBEcGgYhvq7wjpbEOSPTSeL3hd9XXw81UKpnv93bF5Wt/a+5WjlWYxRj1alTZ9xSHAIAAA6WCRY/N2UikMA9Wbfz0v5alXKMYxW1A4jXGqtO+L+WvQ6zjHX9XtWHGaLtLwykKXzssdpSlYcJsal790uHX7GeUX2/Sfp1BvSlx6Ror1V/U7VYqvWxspt+bn38Fn9L//loHbv2Oh4vZ+wx16V4hZcmqa09/Co9h4ezd8uHg1VFbgV3ncl/aaLKg57rC1Jg8poW+AFKTAu2YL9RakTCiqj3GTUStrr5dSqxV7uefvaIy/puXcr+5tesSiu3/zFKxyDgyW2+X0nzk8rmc7kKw9zCoNDyV9Q4daH/ImDJ3XvYxO6M/nbujH9ku4IPq1NgTcUMExlTEP7Mmu1J32jns78jDIKNPWDfclArOLgMBeA+P0ic+fPLlcgYDQ8bIlHw1LBkN9xh0rBcgK/vljIEhxemE4WzUrsjXK2Xq14vddaQat+kY+GAq6zZCONOnBFcAgAAOagsO3gfTBgNO1ENwBzh/2khaLg0NKq1F5xyCH2VlRtsUw78q44JDh00999MSc4Zc6zXjnxUckMJKfHKzjMpL1Dw5zDz2SX2/4D905UDcBWrY35afmZmw24bf1ix+vtYY/9IO7Nn1ysP/vypy1f1ssNLp9954z+x90v6uE7N2g6ma44cMuptHJqdMK5Vamkkmn/Taf/XHr03Xzan2uvV8nvMl6jVqVS9nn7gy9cpV/4k3+o6PaDPVHX14RTcHji/HR+UKwk9USC+Za3hfwGFdFQ0BIEF36wP5nZqCczGxVRUnFNa0JdmtXFUKnZH+xL+is/gJ8LQCr5ImNKDQ9bemPFrUrtFYelWpU6LTM2k6wogIR/9vdaK2jVL/KGYSgaCmgmWTy7tOkVhyGCQwAA0Lns1YUNO2kLwJxWuuIw5fxviValLaqaYpl21R2mVWklvCoOzfGPtPORl/RsGYU7PV6tSt/4UenQMOfwM9Kbfy1d+YXylq8Dvn21Mb8tP0vNBsyFPd/56ib9661XWK4LBQNFZ/j5CS5fOHJW637vKd376AFVuwneuGy+7w3d1GxK07a5i/nAy2/an0lX1Cc7p1YVhzmHToxVfNtc21cnSwZilp9PnJ9xnG9olBhQZh9OXA6n2WyzCuus+opCw2Z/sNsD1sX9MZclrQoDkEpm0fmZJ1mrsKXXPuMwURwc9pUxm9DezvTCdFJjtvcFMw7njlaexRhz+cLdsODQcHocQwoVz+IFAADoFPbgMOzQuhQAas1+kkJxxWHK+d+SFOQYRqvKFcvsuu0abV45qNxhTMOQNq8c1K7brtHuHRsVj3bGCew9Hr8HFYfuCmccjsoaHBqpab3y7gdl3U9xxWHPxX+/+Bf+Vmr/n/tbvsY64x0xB1XS8tPPbMDVC609dA87tGL0G1yakl44etbXbZzsP3pWtz64z3F+oht7tWFvYfVbhWm/3/Z6ORM1rDiUpIMfnq/4tl5tX5c6VBx6zTestVafzZZj/zutGe6VYWSDVjdOAYjf37cZZ03ZK33HZ4pbjJZTcegUHBbNOCQ4nFNa9f0eCwUlFc+lbWqr0nCXVOKEDQAAgHZmbxcYoUICQAPY2yQnaVXaMVp9hEstebYqZcahq8LjmUmFNBXqV3fqQv6yBcYFTZiljoOb7q1KkzPS0ef8rdTR56RUomknj7NVa1OVzNjzMxtw5VCP5ecjpydkmma+uqwWsworlWvRaJ+f6MVzvmElaf+VX/DVXq/QeI0rDn/64YXSC7nwavtqr6Q7fn5a7482LjiU2uODfbGtMvOjsYTmdUeKgsNyAhC/v2+jwxZ7q9Jxp4rDSlqVTqeKZxxW0I4Y7a0V3+8xly/VDfuy7RYcAgAAdLDiVqWcNAWg/ooqDk3b/phnq1KOYbSLVhzhUku0Kq3MQLftWGVwvjU41HkdkfO4r5wuJRQwbIFNLjicnVA21fDDzI5XIziEH5XM2PMzG/CywW7L/Y/NpHR2claD8ewLtZLgsh4K5yd2e4SHoxMJy8+536OatD8YimrX9mv1tUde0nMePY6vvrRfr35wcUNTy4rDTMasqlXpphWDrh8aC3ujCgYMpT8eaphIZfTqB9bqxssG6xscFmrVD3Z7wHp0dFIztra4P/qNn9UVw72+PqDL/X0bGbbEo9YP0YmZVNFswrIqDmNlVByWcT/oXK3yfndrVRoNNmjdHIPDxm13AQAAmqEoOKS1GoAGKJ5xaNv2eFUc0qoULcKz4pDPU1f245BnA/M0rCP5nxca50vmfnF7tWEoJgU/Pq4TiUsy5C88NKRob+nF6oRXS5uqZMaeV0hkFw0Fdck8ayBypKBdaS64bAW5+Ym3PrhPTxw8mQ+6CtlbleYrDqtJ+5Wt+PrG/7Decalcn+w//tVPWS6vZcXhkdFJSxDpd/bDHZuXuV4XCga0qNd6RsMrtuDw0jpXHLaDJf3W98nUbFqFL8HF/TFdtbS/IWf1VDJP0g97FeBEIqWxaf/BYVHF4UyyKICk4hCtINrsGYcBh8cPlTdHFQAAoF3Z2wXag0QAqAd7qOJrxiEVh2gR3RGvGYfNP0G7VQ3YjlWe0YDl5wVG6VFh3YbHfMNwTFp+vb+VWn5906oNJYLDtna7R+jjxCskcrJyKG75uXDOYSXBZTlyg2lXL4yXXrhArn3pvY8d0J0P7y+q6jsz6VJxmE/7fa2lJe1/c8Ra8feJ4V699Y3P6ztf3aRt6xcXhSQTieJ5WXYzybRGJxJFlWt2B21tSq9a0q8tq4dK3r+UnX23dd2w5zL2arrZVMbyc71blbaDrkhQ8wtb39psWD4/3+K33dlbAo/POLUqLf1l2f6euDBdPCuRGYdoBTGXgLBhwaFhSIbtsWhVCgAAOlzxjEMOXQGoP/tJCil7o770x8c/TJPgEC2rmxmHFbEfq/wo3W/5eYFRelRYUcVhxJZvbLjb30ptvMff8jXGq6WN5WbslaOckMhuhX3OYUFwKPkPLr088OWr9fK/+0W9+e8/r4d3bNC7pycqvq9n3zmjnY++bKk8POtWcViDtN/eKvRTl1iry3ptAchMMqNk2hrASVI6Y+qJgyd164P7tPb+J3XtN/5Oa+9/0rOS0j7f8JOX9GvX9mtLvi5ysyEDJWbf2YPDQoYhLfW4fi5ZMuBeAbRxxfwGrkl9Fc04nKms4tAeLo5NJzWeoOIQrcepVWkwYNRsbmhZ7DugBIcAAKDDhQJUHAJoPPtJCkl7xaFMKZMuDg0lWpWiZdCqtDID3daikBPpPsvPC1RGxaEtOBwzY9bj+WtvllbeUN4KrbxBWnNzecvWCa+WNhYMGDUNiexWLrAFh6etwaGf4LKU7734gaLhoKKhYE3mJz77zhk9fWgk//PopC04jBdsDKpM++3B4bol1jMSYuFA0UHmCVu70olESnc+vF/3PnZAew+P5n9/0/SupDx43LrRWn/JgOLRkHbv2Khdt12jzSsH8y1lc9Wcu267Rrt3bCyqHnPiFRwO98Vc53/NNfZ2pYU6KTi0v2bOT81qctZaFVtOpWBRq1KHisNyAkig3mIOZ+NFGn3giuAQAADMMfZWpVQcAmgE+75euig4VLbq0Ck4DHAMA63Bq+KQ47juBrqt7+EPktbZgp+IT5W8jx5j2vLz2+dM6/H8QFD60iOlw8OVN2SXCzT3+w/fvtpcPBrSw3ducDybwG9IZGevODx8xloFWG5wWY7n3xvNVwnWan7inr3H8v8+M+HSqlTylfbPLvtcUdp/6IS16m/dEusZCYZhFP39CwPAdMbUzkdf1rPvnPF8bHslZTpj6rXj1tDyk5dkQ8tgwNC29Yv1na9u0pv//vP5as5c+9Ryq2WWelTSMd/wIreAdaA7rMsX+Gu728ritirAE+etH4ihgOH5BSXHHi6en05qnBmHaEFOX6obfuCqKDhk2wsAADpb2NaqNNTIbg8A5qzSFYfKhoZphxFETvPpgSbwmnHY8BOh24i9gOF4yloYtK5vpmQGYm9VOmnGijsjRnul7T+QbtkjLd+iiyPUjOzPt+zJXh+1BpfNwKulA5yfTmq6oOonYEgHf/9G3yGRnT04PDo6VdQu0yu49CtXJVir+Yn7jowqkcr+XUZtrUqHCmfSlZn2/yS9Xoe2fNOS9p+ZSOijsYuhpGFIaxf3Fd3WaTZczlOHRkqGhjnPvnNGf/PTE5Kk905PaLpgBmJXOKhVDiFVNBTUYDxa0QBcr4pD5htmpTNm0Zy/nMvmd6vK4tmW0hu1foiOjFk/EPu6wmXNc7R/GI9cmJG9E28lJzsAtRZz2G42PDi0zzgMuZ/QAQAA0O7SGVMfXbDuZzz/3qjnCA8AqIXitsiGUqbtsoxDxWEgpJpUQAA14HZCfyQY8N2NcC6JhYOWVq6nTWtwGJw8pYfv3OAZvnYbtuBQ2eM39s6ICgSlK78g3fnX0r/7SPqt97L/v/Ovs5e3yIkIBIcdwD578JJ53UVz9SqxpL/LcoB0NpUpqjCSpLOTs5bgshq5KsFazE80zYstQc/aWpXOj1v7Frul/RkZej59pb42e5/uTP623j1v3cDa25SuGOxRj0PgYa+eKqw4fKSgMrIc//K7r+rG//APuv2hFyyXh4KGnjo0UtMdKYJDb7kWs//lleOO1//0wwuOLWbblf11bH+pldtetM+2XCJlnfnZEwkqxFlQaAFOrUobPhOAikMAADBH5Pav/vG90aLrvEZ4AEAtOO3rFbUrTSWkN35kvSyTknb/snToh9kZiEATuQWHzDcsrfC45mlzwHrl1BmdGZvWbDojN04Vhzl73I7/h6JSz1D2/y2GV0wHsM8etM8mrFQgYGjFoG3OoS2klKR3TllbmK4Y6qm4fWmuSrAW8xMNI9ta0TRNjU7aWpX2OLwZHdL+b3zqx/r15L/Tk5mNyiigo6PW39/epvTKJcXVhlJx4JJryziTTGvfkeKdolLePjVhqXTM3meq5jtSBIfuKm0x287srUrt7IGg63I1uh+g3lqzVSkVhwAAoPPMxf0rAK3FaV+vqF3p93dIP/qXxTc++qz0/a9Ij35RSozXaQ2B0ty6AkYdToyGVeGcwwvqUSZQUHhkZvThh+973r7bHhzq4vGbws6I7YJXTAd470xxcFcr9hDSMTj8yPqBeMWiuHbv2Kj//YvrfT9erkqwFvMTN60YVDQU1NhMSsn0xZ0Kw5DmdZcIJj5O+y9dOM9y8dEz1kGo9opDt+DQbcbhZCIls8b7O7XckeqLhVxbRs71GYd+W8xaStLbVKn2oaUCwZxQMOB5X8w3RKuIOgWHja6GLQoO3U/oAAAAaFdzcf8KQGtxCg5T9uDw/ee97+TwM9L3bqfyEE3jNuOwkhFWc421k5qhRMyaS5w+6R0cxl1alUrWzojtguCwAxRVHNYwOLSHkOVUHK5e2KtgwNB/f/VS3y2+c1WCUjak2L1jo3bddo02r/Q/8/COj9udjk5YK/PmdUfKboO43Pb7H7b9/q/bgsN1S6z9j3PittaxuRmHPdFQXdqg12pHyjAMLRlwrm6Z6xWHflvMupakt5FYOOgZmpTbqlTyDhn7atBqGaiF1mhVans8WpUCAIAONBf3rwC0luIZhw4Vh+U4/Iz05l/XYI0A/7ocToCWaFVajv4u62iz6Yg1j7hw5sP8v6Oa1XyNKaqL49GKKg7Niyd+F2Ye7YJXTAewh1krF8Rrdt/24ND+WJJDcLgo+/ixcFCbVvgL/HJVgjnBgKFt6xfrO1/dpNf/1636zIr5Zd3Pz64a1NZ1w5Ic5hv2RJxu4sgewh49Mynz4xLBiUSqKEhd57PisJK/UblqtSO1uL+4uqUrHNSQfU7kHFJJi9l2LEl34vUh56fFqNeyVByiVcQczshrWKvSTDo7I2PilPXyf/oeszMAAEBHmcv7VwBah9O+XtGMw3Lt//Mq1waoTDBgOIaEDR+70obsBREXQtYcYubscW0LvKDHw9/QG9EdOhD7mt6I7tDj4W9oW+AFxY1py/KFFYf2zKMd8IppIzPJtEYnEppJXvxynM6YOmabu1ffVqUTRcu8awsOL194Mbi8/eOqv3Ld4bF8dySkh+7cUFb70ucPj+q2v3hBTxw8qVPj9vmG5QdeSwe6FApcLAmcTqb1/tlsu9I3T1qrDRf1RTUUdx5kaq+uKixN9vs3KlctdqTSGdO1Sjp32QAAIABJREFU5en/99rInJ0rUUmL2XYsSXfi1WLUV8Whx7LMOESrcJoN0JAv24nx7GyM739FSlnPWNP5o8zOAAAAHWUu718BaB1OHZaKWpWW6+hzUipRejmgDrodjmU4jWLBRemMqXNT1uKjvSPWv9kvjj6uXZEHdF3wdQWM7BeXgGHquuDr2hV5QJ8N/NSyfGFw6JV5tCrKOtrEZCKltfc/KdPMlrZuWjGo2zcv09rFfZb5fV3hoIb7nFtLVmLFkLV68cOz0xqbTuYP7I9OJCwVfQFDWlVQ8bh13bC2rB4qa1bBltVD+SpBN7n2pU8fGtGevce097DzWYmmKe09PKq9h0d1+UJr+OkW7jkxDEPzeyKW8PFzf/zfdMXCuM5NWzcmiVRGTxw8qa3rhhUMWPuP2sOW8Zlk/t9+/kZ+5HakovHKPhgmEintfPRlPfdu8XpNJ9O697ED2rJ6SLu2X1ty9l2nybWY9bNz244l6U68nms/LUa9QkYqDtEqnFqV1n3GYSadnYlx+Bnv5XKzM7b/QAqwAwAAANrXXN6/AtA6nPb1kmZQqmjEkJk90TNU/jFIoFa6IyGdm0paLqNVqbvcMXD7sflTGrD8fIl50vN+hgxrkdGkmc1oysk8WhGvmDaRzpj5L9G5UOzexw7oNx4/YFlu+VCPAoHaDc3ri4UsZymYkj75B0/r1gf36YmDJ/XWiLXa4bL53YqFra1Gd22/tmSVYC6AKmfdc+1LH737M/rZVaXbfL57ylqROVhmi82JREp3Pry/qGJRkt4+NaHT49bg8PxUUvc+dkB3Prw/34o0x75DM15wfbl/I7+q2ZFKZ0zHDabds++c0c5HX55zlYe1aMPbrrxCPT8Vh17LMuMQraIprUrf+FHp0DCH2RkAAKADzOX9KwCtIxAwLF3HJClVcc2NIUV7q18poAKOFYcEh468joGfNgccblG+ScV8ZR6thldMmzt0wppk22fyVWMikdKO3S9qara43WUuuPz6f33NcvnlC4s/FHNVgrtuu0abVw7K+Ph9YhjS5pWD2nXbNdq9Y6PvqrWnDo3oH9/zNwdBKm/GYbnBmROnMK1oxqGtpUrub/S1z670/XhuqtmReurQSNm/+7PvnNHTh0Yqepx2Vss2vO2kVsGhVzhIq1K0iphDK4+6H6B68S/8Lc/sDAAA0AHm6v4VgNZiP1E0Vemh8+XXU22IpnEODjnZxonXMfDTZn9V973zlz5VUebRKtpzreHKPpOwUuUGZ++dtlbzrV4Ud1wuVyW4bf1iJVJpTcykFI+FqtpoPbL3WEW3GyyjVamf4MxJLkzbtn6xpOKwxV6RKGX/RkvmdVX8mHbV7Ej5/dvu2Xss/7vOFbVuw9suPFuVdpX/kUKrUrSDqFOr0nqepZecyc7C8CM3O4OdUgAA0Mbm6v4VgNYSCQUsBRQVzzjceE+N1gjwr8txxiH1Y068joFXW3G4ee2y7Fy3NsUrpsOsqFHFYaXB2eqFzsFhoWgoqMF4tKrQcCaZ1r4j/qsNJWmojIrDSkPJQnsK7qPXVl017jLE/cT5maofV6puR6qSv+2+I6NKpIorUztZPdrwtgP7a7mQr4pDj5CRVqVoFU4Vh3UNDmcnlG0K7sfHszMAAADa2FzdvwLQWsJBe8VhBSc2r7xBWnNzjdYI8K87Uvy6pVVpMa9j4AFldKVxtLoHiJbOSVoZZR0dplbBYaXB2WqHVqX1MJlI+RqcXqhUxWE1oWShXJgWDQWLW5U6VBxK0siFacvPK4d6dPjMpOOybqrdkarkb2ua2far0fjcKnvPtZh9+tCI9uw9pn1HRmWa2Ta8m1YM6o7Ny3TjumEFO2in1mtupp/Aj4pDtAPHGYfBOn7ZjsQlGfIXHjI7AwAAdIa5uH8FoLXY9/eS9orD4U9KIz91v4OVN0hfekQKENKgeRwrDmlVWsTtGHiPprUr/Gf6bPBgdQ8QIThEC1k5VP0LsprgbNXC2s1Y9NITDckwVFF4WGrGYTWhZKHCMM0etrhWHF6wVhz+zzdeoYBhWHaaJOmKhXHJkN45NVHzHalK/raG4R0odbJ6tOFtZV6tSplxiE4Tc2jlUdez9MKx7CyMo8+WfxtmZwAAgA4y1/avALQW+/5e2rRtez73b6Sf/LF08p+sly/fkm1PuuaXpQDbKzRXt0P3JCoOizkdAw8oU5vQUCI4ROuY3xNRf3f1B9wrDc6W9MccS6HrIRYOatOKQe097D/gHIp7B4fVhJKFCsO03qKKw6TjbUZsweHSed26+tIB152meuxIVfK33bRikB05Zc/e6fSqS69qQD+Vgl7bqr45GkKj9TS8VakkbbjbX3DI7AwAANCh5sL+FYDWYt/fK6o4NDNSwHbM4tbvSp/YVuc1A8rX43DSPzMOizkdA98aeLE2oaERbPuTvHnFdJBVC2pT7ZcLzvy6YrixrdJu37zM921CAaNkO8XcRqNahWGavRpvJplRMp2xXJbJmEXB4eL+WP7fTrMhazEv0onfv+0dFTwXaE9u4WA8GlLIRwtHr+pEZhyiVTgGh/VsVSpJa2/OtrcpB7MzAAAAAKBmimcc2vYJ00lp6qz1sviiOq8V4A+tSstnPwZ+e/Bva3PH0bgqClhaCMFhB6nVfMNKg7O3R8b1xMGTSmdq0OezDFvXDZccnG43vydS1uy/SkJJu8IwrSscLGofOmFrVzo6OavZgjAxFDA0VGIeY734+dtuWT2kreuG67xGaBXxqHOo56dNqeQdDvYSHKJFOLUqrXvFYSCYnYlRKjxkdgYAAAAA1JR9f68oOMykioPD7uqLD4BaolVp+QqPgUc1q02BN2pzx23eplQiOOwo+w6frVlwV0lwduLCjO597IDufHi/JhLOM/xqKRgwtGv7tb7Cw1LzDXMqCSUL2cM0wzCKZsPZ/0b2asNFfbGmDX0v92+7ZfWQdm2/tqwwFp3BbcahnzalknvQGA4ajmEN0AwxhzPyGvJlO9orbf+BdMue7KwM5baxRvbnW/Zkr482ttIfAAAAADqZvcNMUXCYnJYSF6yXdc+v81oB/jhXHHKszUnhMfAezShgVJCrBCPSz3/delkHBIcMkuog75+d0r2PHciHOW4H+MuRC86efeeM79s++84Z7Xz0Ze3esbHuwVc8GtLuHRv19KER7dl7rORcvnIr+HIbjZ2Pvuz7b+AWpsWjIV2YvjjbcNxWcXjiwrTl58I2pc1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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train[\"date\"].dt.dayofyear  #今年的第几天\n",
    "\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data=train[['dayofyear', 'cnt','yr']], x='dayofyear',y='cnt', hue='yr',ax=ax)\n",
    "ax.set(title=\"dayly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每年开始和结束的数量少，中间多，骑行量和季节/月份有关"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.3 季节与骑车数量的关系¶\n",
    "violinplot得到详细分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d2ced30b48>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data=train[['season','cnt']], x=\"season\",y=\"cnt\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "每个季节骑行量的分布不同 \n",
    "barplot利用矩阵条的高度反映数值变量的集中趋势，以及使用errorbar功能（差棒图）来估计变量之间的差值统计。 谨记barplot展示的是某种变量分布的平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['season', 'cnt']],x=\"season\",y=\"cnt\")\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "骑行量和季节的关系就很明显了：第2、3、4季度的骑行量明显高于第1季度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.4 月份与骑车数量的关系¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['mnth','cnt']],x=\"mnth\",y=\"cnt\")\n",
    "ax.set(title=\"Monthly distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.5 天气和骑车数目的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data=train[['weathersit','cnt']],x=\"weathersit\",y=\"cnt\")\n",
    "ax.set(title=\"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.6 工作日和节假日的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d2d0caae08>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)\n",
    "sn.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###### 3.7 数值型特征和y之间的相关性\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d2d07aa488>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False #返回array的下三角形的索引\n",
    "sn.heatmap(corrMatt, mask=mask,vmax=.8, square=True,annot=True)\n",
    "\n",
    "#annot如果为True，则在每个单元格中写入数据值\n",
    "#mask：传入布尔型矩阵，若为矩阵内为True，则热力图相应的位置的数据将会被屏蔽掉（常用在绘制相关系数矩阵图）\n",
    "#vmax：设置颜色带的最大值  vmin：设置颜色带的最小值\n",
    "#square:如果为True，则将Axes方面设置为“相等”，以使每个单元格为方形"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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